{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day09 基础绘图类型——散点图\n",
    "\n",
    "　　今天我们来学习有关`matplotlib`中`Spines`的知识，它其实就是我们默认绘图时，图像区域上下左右的类似边框线的元素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:22.703719Z",
     "iopub.status.busy": "2020-10-22T17:07:22.702722Z",
     "iopub.status.idle": "2020-10-22T17:07:23.010889Z",
     "shell.execute_reply": "2020-10-22T17:07:23.010889Z",
     "shell.execute_reply.started": "2020-10-22T17:07:22.703719Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matplotlib版本： 3.1.3\n"
     ]
    }
   ],
   "source": [
    "import matplotlib;print('matplotlib版本：', matplotlib.__version__)\n",
    "import matplotlib.pyplot as plt # 从matplotlib中导入我们最经常使用的pyplot子模块\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设定默认字体为SimHei以解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决图像负号'-'不正常显示的问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.011886Z",
     "iopub.status.busy": "2020-10-22T17:07:23.011886Z",
     "iopub.status.idle": "2020-10-22T17:07:23.220323Z",
     "shell.execute_reply": "2020-10-22T17:07:23.220323Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.011886Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>male</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>male</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  species     island  bill_length_mm  bill_depth_mm  flipper_length_mm  \\\n",
       "0  Adelie  Torgersen            39.1           18.7              181.0   \n",
       "1  Adelie  Torgersen            39.5           17.4              186.0   \n",
       "2  Adelie  Torgersen            40.3           18.0              195.0   \n",
       "4  Adelie  Torgersen            36.7           19.3              193.0   \n",
       "5  Adelie  Torgersen            39.3           20.6              190.0   \n",
       "\n",
       "   body_mass_g     sex  year  \n",
       "0       3750.0    male  2007  \n",
       "1       3800.0  female  2007  \n",
       "2       3250.0  female  2007  \n",
       "4       3450.0  female  2007  \n",
       "5       3650.0    male  2007  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "penguins = pd.read_csv('penguins.csv').dropna()\n",
    "penguins.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.221321Z",
     "iopub.status.busy": "2020-10-22T17:07:23.221321Z",
     "iopub.status.idle": "2020-10-22T17:07:23.363935Z",
     "shell.execute_reply": "2020-10-22T17:07:23.363935Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.221321Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础的散点图\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.364968Z",
     "iopub.status.busy": "2020-10-22T17:07:23.364968Z",
     "iopub.status.idle": "2020-10-22T17:07:23.452696Z",
     "shell.execute_reply": "2020-10-22T17:07:23.452696Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.364968Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加参数s控制散点大小\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 实际的散点像素大小为100**0.5=10px\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.453726Z",
     "iopub.status.busy": "2020-10-22T17:07:23.453726Z",
     "iopub.status.idle": "2020-10-22T17:07:23.552425Z",
     "shell.execute_reply": "2020-10-22T17:07:23.552425Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.453726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加参数c控制散点的颜色\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 实际的散点像素大小为100**0.5=10px\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100, c='orange');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.555419Z",
     "iopub.status.busy": "2020-10-22T17:07:23.554422Z",
     "iopub.status.idle": "2020-10-22T17:07:23.562399Z",
     "shell.execute_reply": "2020-10-22T17:07:23.561402Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.555419Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    black\n",
       "1     grey\n",
       "2     grey\n",
       "4     grey\n",
       "5    black\n",
       "Name: sex, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 参数c可传入与xy长度一致的色彩序列，譬如我们以性别区分色彩\n",
    "colors = penguins['sex'].apply(lambda s: 'black' if s == 'male' else 'grey')\n",
    "colors.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.564394Z",
     "iopub.status.busy": "2020-10-22T17:07:23.563397Z",
     "iopub.status.idle": "2020-10-22T17:07:23.655150Z",
     "shell.execute_reply": "2020-10-22T17:07:23.655150Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.564394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 散点的色彩被一一对应的colors指定\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100, c=colors);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.656147Z",
     "iopub.status.busy": "2020-10-22T17:07:23.656147Z",
     "iopub.status.idle": "2020-10-22T17:07:23.756912Z",
     "shell.execute_reply": "2020-10-22T17:07:23.756912Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.656147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FH14zlUkDY3PpnC62Hyjgr68vYev+Aly6ipRgWjZXTBjM926cQmLcmdftqLUEDJMnP/6SN5ZvClWLJHQsczNT+dG1Uxnfv9fpNtEhBpwOOB3Mgp17ePi9j8PW8vDqGt+ZPIH7JoztYMuaxzAt7n36TbYdPt7Efw7g1jV+N/Nirjxv0GmwLjrrdh3mO39/p9mCW7qqkJWexOxf3HZOiHfQNPn6P+ay82hR2GP5x1mXcunIAafBOoeTcTrgdCIuHtiPR664CI+m4W2QNejRVNyqygMTx/GN8c0eq9PCi0vWhhVtCM3gfvPGAoorqpt9/XRimBYPP/Ve2CqJhmVz7EQ5f3l9Sccadpp4buHqsKINoWP5yzmfUFrl62DLHFqK4yo5DVw9dDAz+vXlva3b+fyr/dhSMrp7N24eOYz0uM4TN2vZNrM/Wxf2RK9H8taKzdx/8fgOsStWFq/fg2VFrrNhmDYL1uziR7dMP6tn3aZl8+rnTaOOTkYAb6/cyj0XdJ7Jg0NTHOE+TSS4Xdw2Oo/bRnfe7MEDhaUxiDYEDIv5G3d3OuFetH4P1VHK2wJomsLGvUeZPDy3A6w6PXxVcAIzhoJefsNkwcZdjnB3chxXiUNYDNOKuUNNZyzPGnPRLdk57W9LDMuMqbEBnP3fxdmAI9znMH7DYP3Ro6w5fITiqqY+6qzUxJhOYiGgX1Z6e5h4SvTvkVFXxCsSlm3Tu2tsFQ3PVLqlJsd0LBUhOuWxdGiM4yo5B6kIBPjrF0t5a8s2VCEQAgKmxcRevfj5jKn0Sw+duMlxHqYMzmHRlr0RGyN4dJ07p3VsRmYsXD9lOLPnr426XY/MZPp2a1lFxjON1AQv4/v3ZOn2/RGrtbt1lTumju4wuxxahzPjPsco9/u5fvarvLFpCz7DoDIYpCIQJGhZfL5vHzfMfo0tx+qrE373ivPxRKiZ7NJU8npnMTKnW0eY3yKy05O4etKQZrNJa3HrGj+6ZUYHWnX6+P6VUyJ/F5rKeX16MKxX1w60yqE1OMJ9jvGbTxdxpKz5DtySUJ2Ub7z1Tl1nmj5d03n2gRtJ8rpDVQhrUBWBR9cY168nf7/32k5bkOint13AZeMG4dZVtAZlZr0uHY9L45H7rmDsoJ6n0cKOY0C3DP55/w0ketzENUjKUkXoWE4c0JvH7r660x5Lh3qcBJxOhJSSNTsO8dbijeQXl5MU72HaqH4UFJezftcRJJJR/Xtw0wV5dE1LZOPuo8xdtIEjhaXEe91cOWkIF44dgDtMV5lSn49JTz/TrGg3JF7XeezqKxnYJYNXtm5g1dHDSKCLGod53MIK2uR0SeXWSXkM7N6y1PzTxaHjpcxdspGdB4+j6yrT8vpy5YTBZ2za+85jhcxeuYHdx4twqSqXDOnPdSOHkOiJHtIYNE3mb9zNx+t2Uh00yO2ayq2TRjIgjLvIsC0+PbiHN3Zv4kTAR1ZcIrcPHMnkbjkxL3g6tJxICTiOcHcSSsqrefCvb3H4eGnEDu16zWJbSoKXimo/AcOs8z/HuXU0VeH/fnADw/pmN3nvgt17+PFH86gMhu96UsugrAx2+4qREoJ2SOjdqooEvj9mEt8e3blC/84VgqbFj976iM937cewLayavqFeXUMCf73pCi4c1LfN9rentJjbPplDlWFQZdb/buI0nW7xSbx26a10iUtos/051ONkTnZyDNPi/j+9wb6jxRFFu3Zbw7QoLK3EHzQbLRpWBwzKqwM8+Nc3OVhQ0uS9ftNExthIeGdxEQHLqhNtIPS/ZfHE2uW8vHl9bB/OoU35ydsf8/mu/fhNs060AXyGid8w+eHcj1i9/3Cb7KvQV8VNH71Coa+qkWgDVJsG+8tLuOmjV/Gb0WPlHdqWqMIthEgWQnwshJgvhHhHCOESQjwvhFguhPhVRxh5trNwzS4KSiowo2T5xYo/aPLsf5c3eb5XSnLE6JCGmIS3xWea/O+qL6K6XBxaTlF1FRuP57OzuLBunaGWvYXFLN65L2ydGwhdnP8077Mmz5f5/Gw+eowdxwpjPm7Pb11NlRkMe6k3pU2Rv4r39m3HsC22nzjOpqJ8SvxOynx7E0s44O3A36SUC4QQTwO3AqqUcqIQ4gUhRH8p5e72NfPs5rVP1kadabcE25YsWrubXwSMRu3JRmRlkR4XR3VZ9I7yMkpBQVvCogN7uayPU5CoLdhSWMD/W/E5K/MP41ZVLCnxqBrfyBvDfXlj0FWVOas2YtnRRXdv4Qn2F5eQk57K/uIS/rZoKUv27ENXVaSUCCGYdV4eD04dH7bLupSSV3duwIiSbVltGjy6Zgl/WL0Iyw61xgvaJlO79eGn502jX4oTE94eRJ1xSymfklIuqPk3E7gDeKPm//nA5Hay7ZzhSFF5m4+pKgrFZVWNnhNC8KsLpuPRwl+vNUXB1mTUX0bANNhfVtoGljosPXyAm96dwxeHDxC0LCqCQaoNgxN+H39fu5y7PnwLw7LYXXgC045+y6SrCodKyth+7Dg3PPcqC3buJWCGGlNXBQ0qA0FeXrWOmS/MoSrMeke1aeCL0QVSEvBRHgxQZQapMAIELItPD+3mmg9eYmNRfou+C4fYiNnHLYSYCKQCh4AjNU+fAJoEfQoh7hdCrBFCrCksLGwTQ89m9Biy+1qKZdu49KbjXtivL7+/5CLcmtpIwDVFwa1pDOiagYihh6+qKLhVJ3/rVKkMBvnmvHfDuj/8psn6gqP8a8PqRtUkIyEBXVH4xpx3qAoazXZdCpgW+4tLeeSTJc2O4VLVmLs1hbOh2jS4e8FcjBjuEhxaRkzCLYRIA54A7gEqAW/NSwnNjSGlfEZKOUZKOSYz88wIFzudTBvVB0URmB6ozoSqrNBf00OMS4lNyUiOJzOl+dX+64cOYekD9/OdSRMZ0707I7OzuDVvOO/fdQePXnZJTGniIJjWK6eV1jnU8u6ubVHXHXymyfOb1nLJkP6N4q/DYUtJmT+AL0rDjqBl8f6WHVQGAk1e0xWVvMymkUktJWiZfHpwzymPI6VkXdFhfrzifWYtfIUHvniTBYd3NVkHOFeIegkXQriAucDPpZQHhBBrCblHVgB5wM72NfHs58KJg5i9ZwuWSk13XwFSYsaBYkLcMVBaMGnxuDTuumJsxESKVK+Xb44fyzfHN23YkJucyo4TRWFnXKoQDMvsQp+UM6t1WWfkv7u3Ux2DSyJomfTJTo0aN+3WVG4cNZTFu7+K2mkJQgK9+sARZgzo0+S1q7oPYn3B0VOKPasyDT7Yv4PLc1re0amW0oCPez57nZ2lhfgto24ys+zYfhJ0N7NnzKJf8tldsuBkYjkk9wKjgV8KIZYQkpY7hRB/A2YCH7afeWc/lYEAP/pwXmgxUBEh0YbQX0Vga1DVDWSD8zXSuetxaYwd0ovrpo5otU3/vOxaklzuZkVCFYIUj5cnL7661eM71BOLaEOo+JOF5B+zrsETxmXi1lT6ZKTx8EWTY4rVB5BIfEZTGw6eKOUfH61ErVQIG2AU4+1gldF0Rh8rhm1x26JX2VpSgK+BaANUmUGO+yq4+dOXKaiuaPU+zkRiWZx8WkqZKqWcXvN4CZhOaMY9Q0oZPUTBISxvrNtMmc8fPvhOEUhFQJpKgteFS1O5aOwAfn/f5Qzs1QW3rpHgdRHn1klN9HLfNRP534euibkca3P0Skrho5lf48o+A3CrKokuF4kuF25V45r+g/n45q+RnZDY6vFbg21LDhaXsrugiHKfv0P33Z70SUkjliMVtCy6JyQxPrcnr94zkwm5PXFrKoluF/FuF/EundvG5vHozZdysKKUHqlJ6Gp0l5eU0CO1aRPpJxcvxx800YpVtBMqmIQE3Kr5G2MQlCYU+iW3PrJkweFdHKwsDesnD5VpCPLM9hWt3seZSKtWl6SUJdRHljicAi+uXB8xLhcABdxZHh6/9mpys9NIig+tHl42cTCHj5dyvKSSOI9O/56ZqErb5FR1S0jiiUuupizgZ09JMQD9UzNIcndslxjLtnl1+QZe+GINFf4AiqJgWBZT+ufw3Ysn0b/rmX2LfPfw0SzcvzfqzHtkl2yyai6WQ7t15cW7b6KgvJJDJaUoQmFl0SFe2LSWF99ZjyoUgpaFHW8jqgSKFf7SkBbvZXh24/iC6qDBJ9t2Y0uJQKBVqKgVClKXoAKWQDEEge5BZJSKAaqicPug1leOfHbHSqrNyHcPhrR5/asN/HzUhWht9Pvv7DhhAacRKSXHKypj2vaEz0dev6YV+Hp0SaFHl/arJZ3s9nBeVvd2Gz8SpmXz7dn/Zc3+w/hP6sSzaMdevtxzkH/dfR1jcnqcFvvagtFdsxnRpSvrj+UTCDOr9GgaP50wtcnzXZMSSIv3cteHb7K+IB/fyRMAF6BL9DIFxWwq3h5N4+cXT2uyFlJQXlkzAai3RyAQhmg009ZOaJhdzUZuvEbjqxoX9uxHblLr10IOVjTNAG4OS0pKgz4yPPGt3teZxLlxeeqkCCFiniGfKzOJhvx76ZpmRRtCt/g+w+DbL/+X6hgW4TorQgiev+IGRnbNJk7TG7lNvJqGV9N46pKrGZ3VfNncJ9auYN2xZkS7bgdgJNmN1kXcmopbU/nVZdO5aFC/Jm/RVSWmUEDVp5DlS8KjangahIYqQuBVNaZ2y+VvU66MOk4kYv3dW7aNS2n7sNrOijPjPs2M7d2d5fsORd1ufAyzyupAkPfXbWfZrgNYts3I3t24cdww0hI6TwPiWLFsm38vXdusaDfElpKPN+3kxjHDOsiytkNKybqSvXx0dC3de1bRvWsmhSdUCit9uDWNa/sP5saBQ0l2Nx9Yb1gW/968Fr8V+TvyujTy+mZRXW6gqQoXDOjLraOHk5HQ/Oy0e0oSyR4PfiPy3aBLVbi5/3DumjKaOTs38MnB3Ri2xeDULtwzZAzDM7Ji+yIicEG3fry5bxNWlAtJTmIaSa4YEhDOEhzhPs3cP2ksGw7n44sgUF5d4xuTmobtNeTjDTv49dwFCCHq4ndX7DnI05+u4P4LxvHNC8efUXWWdx0riqnVVnXQ4L0N28844c73neD7656nOFCOzwr5cBUELo9G/8xu/HnU3STpkS+4f1mxlIpAkGirmz7TxJOk859Zt8ZkmxCCe84/j8cWLot44RRC4bZxeaR74ngobxIP5U2KafyWcM+gcfz3wFasCBcnr6rzrSET23zfnZlz7/67kzGpT29uzBsaNivOq2vMHDWcCTnhi/0v2baXX89dgN8wGyVdBAyLoGnx3OLVvLBkdZvb3p74DAM1xsiY6hhD3zoLpcEq7l/1D45WF9eJNoCNxG8b7Cg/zENr/oVhhxert7Zu5cX1sVdoDJfaHo7bx41kVM9uYUMPPbrGr6+YTlZy+0YX9U/O5AfDp+INk6XrVXWmZffh2pwz68J9qjgz7jbGtGyOl4RiSrukJKDFkIX4q8tm0L9LBv/4fAWVwSCqEFhSkuB28dDUicwcFf5HKaXk928vijgz8hsmTy1YyS0T80iIodB+azFtm4KKSmxpoyCwbElGQnxM2X4nk5Uce6Pi3mlnVqPfuQeXUmn4scMEQhvS4qjvBJ8d38JFWSMbvVZa7aO4ysf/LFkc+n5i6AOhCEFOSmrY10sDPkoDflLcHlLcoaRoTVV45o7rePqzlcxeuSFUnAowbJvuKUn85JKpTBuQG/NnPhXuGzyB7vHJ/O/GxRz3VYXq6UiJrqjcN2g83xwy8Zxr6OAIdxtR6Qvw8sereXPRRowawdFUhRtn5PG1y8fWhfA1hxCCW88bwczRw9maX0BJtZ+0eC9Ds7pEdW+s+eoIFc2kLJ+MosBHG3Yyc0LrE3PCURkM8uyq1cxeux6/z8QOSLBDC0uKEFwypD8PzZhATnp48TiZbilJDMzOZNOhYxG38+g6t00cGXGbzoSUkrcOLScoI/ulfVaQ1/Z/XifcX+45wJMLl7P1SAHSLaj0mgghkFJGdZW4VZWvDWv6HX1xdB+Pb1rKpuJj6IqCYVuMyujG9/OmMCmrN7qq8t0LJvGtaePZfOQYVUGD7KRE+nXp+Ip/V/QazOU9B7GjtJBCfyWJupvhadnn5KI9OMLdJpRW+vj6H17j+InKJrPE1zI5piwAACAASURBVOav5ZOVO3jp17eTlhTZZ6kIwfBuLVvQ2Vd4AjuGinG+oMmu/KIWjR0LZX4/N70yhyNlZZhVNsIKhY5BaAYO8NGWnSzauZd/33UjeT1ir3/xo0uncP9L74S9m9BVlUFZmYzq1fkaFYej2go0co9E4nB16Hi9uHQtf//0y7rvwWywUCdMEYqvDiPeqhCM7tqN4ZmNf1fPbVvNXzZ8VrewWZvgsur4Ye5ZNJdfnncBdw4MdXvXVZXRvU5PSGhDhBAMTu3CYLqcblNOO+fm5aqN+f+e+ZhjxRXN3tobpk1RaRU/e+qDdtm3rqoxLzq626EK4Y8/mseR8nIMf2PRbogtJdVBg/tmv0MgSpRIQ8bk9uDRmy7FrWlNbI9z6QzOzuSfd113Ri26akLFkrEVRhJCsPFQfiPRBhqlmgu7JrZaNn6+9v9u8Yk8c/l1jcbdWJTfSLRPxm+ZPLJ2EVtPFMRkp0PH48y4w1BQWsHby7ew91gxcW6dC0b0Y8qQ3CZx1/lF5azdeShi9xrTstm2L5+DBSX06ppKVVWABQu3snnLYYSAUSN7c+GMIXg8LfcFj+vbAzuGCmlxLp1JA3NaPH4kjlVUsHTffgy/jRJsXrQbYto287bt4tq8ITHv49JhAxiT04O5qzczb8suAoZJTkYqXzt/NBP69IxZtIsrqnln5RZ2HC3EpalMHZLLhcP7xZQW3pa4VR2XcBGQkd1bUkKSlshzn60mcFKMtnJS2LpiKagVEqlKrDiQNT9Rj9B48qKridcbO8Kf3rqcQJQQwqBt8ey2lTw++ZrYPphDh+II90mYls0jcxfx/uptAHWz6AUbduN16Txx/7UM7VV/2/nFxq9iGte2JZ+v30uiofL0M4sQQuD3h87AL5fv4cmnF/LD71/KRRcMbZG93dOSyeudzdp9Rxr1IDyZBI+Lif16tWjsSNhS8vP352NVS4SEqI5WQqF7727Y3iLhBkhPiOOBGeN5YEbLGxRLKfm/D5cx+/N1CEJ1qAEWbt7D7+cu5LG7r2Zc//ARO22NYZuUB21cWuRiYQDHfQF27drXpOyrYgmEJZEqqD7wFgIIRI1iy9ABITHLzYispq63RYf3Rq0PZUnJ/ENOY6vOiuMqOYnfzlnAh2u3EzStRq6P6oBBcUU133jyTfYVnKh/3h/EiqFXpGHZbNhyiKefWUQgYNaJNoDPb+D3G/zlsXl89kXLq+T+8ZbLSPZ6UMMoQZxL5+93nVrhqZP530+/YPW+UFPaaDPthlT4W18prjU8/uFSXlu6nqBp1Yk21DRW9gV48Ll32XSg47q0+CwDaWuYthK2DreUEDRVgqbECPPb0svrRVtIgWiQd177v1Fk8vyCxmGgUspGDaAjEW1W7nD6cIS7AV8dK2b+hl34g+F/sL6Awd/++3nd/13TEnHH0JnE7dJYu2ofgUD4sQMBk8f+7xN81S2Luc1OSWTu9+9g2pA+uDSVBI+LBLcLt6ZyXm53Zj94C8N6nnoWWy0FFZW8sjp6P8KTEUCvtKaV6NqLovIqXvl8Pb4Ix9NvmDzy9uIOsylec6MKBb+hETRVpKTRw5bgN1WClka6J5Ekb/Phm4ot8BTRSLBPJmCYPDN/BeXV9dUUhRCkxJhhmOo+8zJuzxUcV0kDXvtsPWaUDtgSWLHzIMUV1aQnxjF9dD8eeWlBxPcABIImaoUR9UpZVlbN9Zf9hUkT+3PHN6bSp3+TznDN0jU5gb/fdQ3FldVsOXQMKSX9szLo3g5C+fraTY2fiHHC7XXp3D6u40L33lyxOSbT9hwrZv/xEnK6xB6u2FpUoXBVz5G8c3AdQUsQtFRURSKQ2FJgSwEIvKrO7bnjyTdMXlq2tunM26pZmIyCQPD+qu3cPr2+Qt9t/Ufy3PbVEWfeblWtiypx6Hw4M+4GbDt8PKKfuBaXpnKoKNQo1+vWueOyMXhc4a+BEsAIRV3EgiEly5bs4Hv3vsDKpbtie1MN6QlxTBvch+lD+raLaANsyS8gePIFTolcV19XFfplpjO6A0P3th4qaOQeCYeuKuwtKO4Ai0Lc03cybqX29yKwbAXTVrGlQk0dPuI0F9f0HMUdE0fibqa5s4jxZsdvmGw/crzRc3cPGhO1X6hH1bljQOvLsTq0L45wN0BTY/s6JDSKLrn/2olcef4QPC6tkR+5NkLL1kBYLegeKSVSSgJ+gz/84i2KCztXd49mIzFCmtMkKg1CPvb+mek8e+f1HRq615KIkY5M5OgRn8bTE+4kXnPjVRtHEsWpLtLd8bw46RvEa266JCXw4r03keR1NymLEOs3qZ/0u+4Sl8CcS2aR7PIQp520f00n1e3l9UtuI93juEo6K46rpAHTh/Zlx+HCqLHGti3pn53BkeOlfPjFNvKLyklN8vKLr13M8q37Wbh2NwHDxFbBdoFUa1b8i+2Y2j0pZv1Gtm3z3puryR3bk5WbD2CYFgNzunL5+YNJiOvYpga1zBjQhy+/Okj1yS2vVGquVCF/rQDO69Wdb0wew9T+OY0udpZts3TPAZbs2kfANBjYJZNrRg4mNc5LWzFtaC7LduyPWvY1aFrk5Zx6Y9yWMCqtN59c9DDvHVrP2wfXUWn4SXcncGvueC7tNgxPA0Ef0r0rC3/8Dd5bv403Vm+mrNpPosvNoYMlUZvlxrl1RvXpxpzPN7Dj8HF0TeX8wTlMGZLLshu+xbtfbeXV3RsoDfhIc3u5fcAorssdSpweQy69w2lDyBjq7p4KY8aMkWvWrGnXfbQVJZU+Lv3tswSM8LfXLk3l+vFDKT1axfJN+7BtiWmF6h27dY1e2alsKS+iiftRSpL3GihGhJmSlGBJ9Mp6oTG9Kr4eXjxxOtU1kSgel4aUkvtunMQdV4zp8AQUn2Ew6W//iiiImqJw6eD+/O2GK5q8tvnIMb792ntUBYN1Y3h0DVtK7pl0Ht+7YFKbfCZ/0GT6b/5JVSCynRcM78tf77rqlPfX0Tzw9Nus2nUwonvPrWtIaaMoSt2ie5xbx61p/O3eqxjd98xtQnG2I4RYK6Uc09xrjqukAakJXn5180Vho0Rcmkp2aiL7dh5n+aZ9BA2rLvFGypBQ7D1UhF5WEx7QECGo7K7VuROaUHMB1arrZ/umR6GqhwdboU60IbSfgGHx3NvLmf1hx1f98+o6f73+cjzN+F4hJIYZ8XH86rIZTV7bWVDEXS++SWFlVSPh9xsmQdPipeXr+Mv8L9rETo9L4893Xhm2wp2mKKQlxvGLGy5ok/11NL+bdTFJcZ6wBZY0VUFKm6BpN4qUqg4YlFT5+NbT77D5QORaMA6dE0e4T+Ka8UP4891X0D09Ga9LDzVi9YRC6y4ZOYCHLprI7gNFBMPMyi07VGBJbaafreVVKM/RML0i1O6pQRyYMCVqpYFUZJ2w+7q6Q53fw+APmjz79nIqqmJrnmtZNuXlPgIRZqDNIaWkyhekospP7R3aBQP68s9br6VvRhpeXSPepZPgcuFSVab0zeHlO24ixdM07OyPHy2OOFP3GSazV22goDy2lm7RmDokl6fuu46+XdPx6Brx7tAxdWkq04bk8sbDt5OeeGb6crumJPL6j2/n/ME5uDSVeI+LeLeOR9fok5WGRBIww7tS/IbJI3MXdqDFDm2F4yoJg5SSrQcLOFRchkfXOK9vd5LiPDzwh9dZv/NI9PcLCKQQNj3OayvkFmsUHSwh6BVU9nARTK5fTPMUmiioEYUbQrPKb8+czC2Xhg/dOlZQxpw3VvLJ/M3YtsSybAb2z+L22yZy/sT+Yd9nmhbvL9nCK++vpqC4AgHEx7m55bJR3HzZ6Dof+/Zjx9lbeIKN+/NZum0fR0vKQ+2rXDqzJuVx5+TRpMR7yS+r4NK//ztquVaXpnLvpPP43oXnR9yupew8Usi+4yfQVZWRud3OWMFujsKySjbuy2d3YRHLvjrIhkP5dcXHhAmq0XwkilvXeP3Ht5PbtfV9IR3ah0iuEmdxMgxCCIb1zmJY78aJK3uPxBY2JmrDK8LorivBxa8euJoHfvcapdlaTVRG/cZGkoarMnrkgD9osnVv+NvdnbuO8fBP5hAImI0yPLfvzOcPj77PZZcM57sPXtTEpxwImnz3kbns2ne80W12WYWPF99dyXuLt/D8728jLSWefpnpPP7BUtbtO1LXycdCYvgC/Puztby9aiuvPXQre4pO4FLVqMIdNC02Hmn7W/iB3TMZ2D2zzcftDGQmJ5BfXcmzy9bUF6SqOaRSA1ML3QUqJ331mqKwJ7/IEe4zDMdV0kJiLdiuKgKvW2/iL/e6NFLiPbzw3Zup0G2qe3tAFU1n5i1YmwsXxuj3G/z4Z69TXd18Wr7fbzBv/mYWLNza5LXHXlrEzq8Kms0iDRoWhSUV/OSv7wLw5CdfsraBaDfa1rQorqzmm8+/06Ji9+dqneXWsu7AER6bv7T5ErihnB4sD007sgtibljt0Hk462bcpmWzbNNXrNt5GNuWDMnN4oIx/WNKS4+F0YN7sHj1HqK5mLqmJ/H8b2bxzootvLNiK1X+AKkJcdwyeQRXjR1CvMfFH956o2kiSw12jIUCVU2hXBjsO36C3C6NZ02LlmzHjDK79fsNXnplGRdfOJT88gre27aDQyfK+Hj7VlTFDvsDsSzJnoNFbN2bz5wvN0bswGNLybHSCizLDvt5G+LVNab275juKp2RgGnyya7dbMw/hiIE43r2YEbfPhEvZs8sWRUKY403UVKDoIH0C2SRG0wFicR2g+ENzbrVAGjVYJgWXdMSeG7pao6UVpAW5+GyYQPo3yWjAz+xQ0s5q3zcK7ce4Jf/+hDDtOqiMOLcOgj46R0XcsWkllWla44te/J58NG5EeuZeFwa37ttGjdcmBd2m+pAkPN/+XRds4HmcJfKyOGDhGZQwWyBqmqM6J3F43deTXJcaFHwO99/hS3bovvjda9Gz5m5rDxyGJuawkYSkBKtGpIOyCa32ACKIpg6bQCLDx2gMhC5vooQcPP4EZTZAT7Zujvi51YVwZc/+SbJ3raL6T5TeH/7Dn41/1OQkqqaOPl4l46uqPztqiuYmpvT5D2mZTPqkcegfwV4bFBC37e0CM20i1z4S72hf2q13w6589ItD/6a+jlBy0IVAl1VGZydyZO3XkN6wtmzDnCmcU6EA67ZfpAfPvFfyir9jULnqgMG1X6DR1/+lI+Xbz/l/Qzrl80104fjcTc/F3W7NAblduWaaZGbl1YFgqhRMjWDiURUbUloAdSUoVnahv1Huf0f/6mL2qiojB5tIgUcG6Kw4vAhApZVXxNDAIrAjIPSvqLpLTahRKQTlb5YcoqQEkqqfPzisumkeCMXOVKAP837POI2ZyMfbN/Bz+fNpyoYrBNtgKqgQanfz7fffY8vDxxs8r6jlSWIoeXgtRFqvddNqCAUUDOCuLOrG5/tCkgVinQ/fmHW3QlZUuI3TTYfKWDms3Oo7OBqjg6xcVYIt5SS3/97PoFIVeCCJv9v9kKCLejA0hDDsOrcDg/fMZ37b5hEQpybOI8Lr1snzuPC7dK4aupQnvjpjVGbBCd5PVEbIEhV4E8FV7yGS1dx6SpShMTWVsGfBpanwYKmZXOstIK3Vm4GIDMjcgduCfgyBP54STCcLYrAdoGvubUrKclKSYi4j1pURdAtNZH0hDgm9OkV8S7CsCUfb93FjmOFMY3dGgwrVLbXsm38hhnV9dXeBC2LXy/4FL8Z4Tdsmvxs3idNbH35wJegSkSYs1kooMUbKO7m/d9mHMiTLr+mbVNUWcXslRta/Fkc2p+zwse9aW8+JRW+qNtJJIvX7uHSCYNiGjcQMHhv4WbmvLea48WhuOLuWSncfu1YZl48ilsuGcXqbQcpKq0iwetm3LDexHtjSxV26xrThvZh0ea92BFEw+PVeWjmVKYOzOW+J+ZyuLgMW6vxgTez2Oc3TF78fC13ThnNtdeMZvPWw41KyUpCHVKMOAXpEpTnKkg1yqKhIvBlgbfYblJ7e3BCKos0laooEzNNVblh7DCqgwafbt8TdZZuWKFknEevvzTKlrFjWBb/3bCdZ5eu5lBRKaImRE4IiHe5uGViHndOGUVGYnyb7TNWFuzeE1Pv0FKfn9WHjzCuZyjjMWAZvH94Q/QpmAA9JUCgoJlTXoRm3ycXQQuYFi+vWM83p4xr01ruDqfOWTHj3nXweEw/+mq/wbb9sfXRq6wK8I2fv8rTr35OQVEFsqbw0+H8Ev7v34t46DevY1k2E0fkcvXUYcwY2z9m0a7lgYsn4IowMxeEuphfdd5gsjOSKDCrMeMEtquZKJQGFJZXETRNvF6d4El3IYKQWLkqbVS/jRlbaWakCpUjg/UzM1uiVlscP1jCgxdPbFIAqSEuVeW83G707ZrO4ZKymKIYLFuyqQ1DAgOGyV0vvskfPlrEoWOliEB9XLOUUBkI8vIXa7n2Ly91aKXAWrYWFDRyj4TDsm12FNbfieT7ymJqZCEEqO7wC8MyzM+wMhCkIuC4SzobZ4VwtyTMTI1x5vCbxz/g0NGSZhsf+AMmu/Yf53+fjV6HOxIDu2fy5zuvwOPSmlSyC4UNennxoZuJ94QuCLHW75BISsuq+fVv3262y0pNdBhatWxJ1CGBXhb+XBNsiRK08ZwwUFTBLRNHMGvSSDy61uRYxLl0BnbL5LE7rgZCx+rk2/JwtOS4RuN3Hy5k69HjBPxWTVPjphiWTbkvwL3PvIkRQ/RLW6KE83OcjBCNhLol32drkFK26XFwaBvOCldJXv9uUfv3QU2ltAHRi+ocLShl3ZaDGBFC6YJBk4XLdvKdu2aQnBg++uFoQSmLV+yirMJPZmoCF54/kLSU+lvxGcP68v5P72bOsg18sHYH1YEgaQlx3DZ5JNeOG0KCp74C4Ihe2azYc9LilJSogZrbXAGWC3Ky05g3bwtWDKVk9XJJMEKGZ/2GEqGDf5BBykoLzS+Ji3ORNyoHIQQPXzmFS0b058XP17Ji90FsKcnNTOPr08cwfXCfuljzXmkpMQmBripM7NM2PTJLq/18uHknAcNCNaNE6RBa0F64ZQ+X5Q1sk/3Hwtie3Zm9To8661aAgZkZvLZlE4fLy/BqGkoM8y8pwfSFP93D1YrPTIwnwe1UCuxsnBXC3a9HJr26prL7UGHEuYfbpTFpRE7U8Rav2BXTYpWqKixdvYcrLxje5LWKKj+/ffxD1m05iJQSw7RxuVSeeuUzLpg0kJ8+cAmuGvdCVmoiP7hqCj+4akrE/d0zfQwbD+bjCxqhUD1fKBYXQmIkAb0aLCXI++s3NHGTnIwAEg9YFCdpoZKsYTeUkBoK95MayEQb4RdomsKkyQPqNhvWM4u/3H5lxH26NJVbzhvO7JUbIsZ0K0Jw5/i26ZazeNfekHtGWjGV1a0OGry1akuHCveUnBziXJGFWyJxeVW+9v6bKELBZxqoQuBOUdCSRF2T4DBvxihtpgywBKxQA+LmCJomewtP0K9Legs/kUN7cla4SgB+d9/leD162NmUx6XxxweujMm/Wlbuw4hQnKcWw7Qobybkzh8w+Nav5rB2y0GChlU3VjBoETQsFi/fxY8feTumJsMNmdi/FzOG9MGja2jVIdGudXvQ4G9RSRWFJ2JrvuAukTXiH+akFxLcFiTVXARssN2gaSq/+O31qFrLf0Lfmjae7OTEsI0OvLrGN6eMo2daSovHbo6y6kCoimMLPAolVdEXu9sSRQgev/rKsBUXAVSXQpVtELAsfGZI4C0pqS7VsYxwZSdB2hAsdSON5r9vrSq8XSeqfNz63H/YX1wS82dxaH/OGuHu1yOD538xiwG9uuB2aXhqHl63Ts8uKfz94RsYOzi2W+/01ARcevTuKbqmNnJ71PLep5s4WlCGEaaCYCBosnV3PsvX72v29XBhgkIIHr31Mm4YPQTd18wtf02lQSklMlaXKaCXSYTbDIn0yY9EA7r76z0pKih+wd0PTGfM+L6x7eQkEjxu3rh/FtP6h6raxbl0PJpGvNtFssfNTy6dyrenT2jV2M2RnhCHrogWlRHokhRbmGNbMr5nT168+UZyU1Px6jpeTcNT8+iTnorQBYGGdym1Qi0FVfkJmNV6qOGwHRLr2oe/1E2wxF3nC9cVBY+mMTgjk5l9h6BEaDgsgapgkEc+XtJun9uh5ZwVrpJa+vXI4JXf3sGew0Vs3nsUKWFAz0yG9slqUWH+C88fyD9fjZ4AYtuSyWP7NXl+zntrIsaUA/j8Bq++u4rJY0Lid2h/EW++tJQlH28m4DfweHWmXz6CG792Pj1z6tOPVUUhyXaha2rIB29LNJ+NViXroiRsHUy3QLMkSuS7Z4x4gdAUXGU2gYFVEFDBEiHXSZyJOOn6pVRBohLPTTPHR/1+IpHs9fDkrGsorKhi6d79+IIm3VOSOL9v75hbyEXjeHEFr3+8jv8u3oSrOoguoCpbRA1/jHPr3DJxRJvY0FLG9OjO/HvvZtOxY2wrKEQIGNUtm+c3ruOrHSVggxIANVg/w7Y1sD3gK4wDxUKLN0MJNpbA9GuEYgHBXSxxlUq0gI2rEhISA1SP8uPW1Ii9OaWEFfsOcbyiki6JHX9Bc2jKWSXctfTrkUG/Hq2vtZCRmsD0CQP4bOXusALscWlce0lekxDAQNCkqCS2WtJ7DoTCupYv3s6ffv4mhmFi1ywo+n0GC/67nsUfbeIXf57J+Kn1/tb1uw/XibanuGmUhGrUnNMi1M8hkgz6MkLKrJSqKIZAxlvh32BAxkY3d9w2KWrWZ6xkJsZz/cihbTJWQ7buyee7j7yJYVh1i8xCgvuExJ9O2HK5qiLISIhn8sCcNrcpVoQQ5GVnk5dd305t7bGj2KZErwwJdqPIElOiVAosj8TyKBjVrsY/CBvSN4KrFJQGN3OHq0rZsb2CQAxh625VZWdBkSPcnYSzxlXS1vzsW5cydEA2XnfTak9et874Ubl8+85pTV4TtauEMSCAwweK+NPP3yTgN+pEuxbLsgn4DR75yRscPVjc4H2hs9J9InxomwCkIprtvl5bcdZIUOoyLwUC92YvIiDg5MmXDViQulnnhn553HLTuNg+4GmivNLP9x99k2pfsElkkO4HV22HopMWoD26RmZSAi9886bOVzHPlmjNiDbU9oUXqH6B0szaZvLupqJdN2yU7N2GOGGBnYezcsbdFrhdGo//+maWrd3LK++u4quDRQghGNS3K7ddM5YJo3Kbdb+4dI2sLkkcLShr9LykJsmhRtiFDYP7ZfHWy8swT/KFW9j4420st8D26mgIfvf3D/jW/ReR178bY4f0YvvufJSTQtskITeJ7Qo9q5gggmDFg15d40oRYHoEpkdBURQ0W2DWaJQwFNzr4jAzDaweBtId6ubjOqDhPeLmuuHD6Dsom9c+XU91IEhGcjwXndefxLgYs3g6iA8+24IZYXHZXQlqQBJMFUivQFMUslMSuXXCCOLR+fCLrXjdOpPz+tCra2oHWt6UrYcLWLnnEHaV3axoN0QgUH0Ktqf+swsT4o8230QBQguTRryM2rAjaFkMzjo7a5mfiZxV1QE7C+/O38gTLy3GHzBDYqoJZJNLpGBA70zKPjtAsDIUamdLSWW6TdWgGrFoELEhLIg3VTJTEvjx7TP42R/eRlTadaexpUEwRQ0tStY+KWvfK5F64xmk163zq69fQnyimx++8EEoxPBkC02JXglKTcf2up+KAEsHj9eFLW2unzKcH9w8rc1806fKLQ+/wMH86FEQmqow79kHifPoPPPf5cyetwZFCPxBIxTxImBobjaPfutK0pM7Ng1+b0ExD7/yIUdOlGFYNn6vFVVcIRQyGEy168I7vccgZUfTBgq12CqUDFAijq0IwQUD+/DkrGta81EcWsk5UR2wM3HljGH07ZWJy6Vi6zWiLcRJD/jqSDGF3dx1ESDlXWVItHU19GiwvVSh0mVxuKiMnz31AT3Sk+v02dYgkKYiNRE6AWvfp4QeUmt8UnpcGsP7ZnPhmP5MGNCLJFNFnFQyQJgSV3nN7fXJXgUJShD81UEChsW7S7fwy+c+Ou2FmmqJtQenpipUVvv531cX8cq80IKyL2AgZagBRNCw2Lz3KHf9/jXKKjsuPPBAYQm3/+M/fFVQjN8wsWy7mQ4IzaMpCm6lfkVZMYjoulMsiDvWTHPr2teFIMnr5pdXzGjJR3BoZxzhbgd0XeWJ385k1PBeoQiGML5B07KxdQVfpgdDNfH1SwkJdnPUiL3lClU6LPPV148IJEfpTVmzf49Lw62rXD5xMI9//3pURWHVyr1oOypxF4VS2bFCJ7EepW2aoFYUJP6gybLN+1mz83DkL6aDSE6IrY63adkcL63kvaVbw9ZXNy2bE+VVvPDByrY0MSK/f2chVYFgI72NlFvTEFUoXDdwMG5VI17XEe7oYZDeEknSMfCqoabPuqri1kKPEd2zeOubt5OdHLnSpEPH4vi4T4HyCh/vzd/E2x+so6S0Cl3XmDimD7OuH8eg/lnEJ4XakhluieWmzr+tBmv6/9lgxgkqRnowEj2hy6gd8jvqvmZOViGwdYkMQIVi4tZVAtIKWyCoIbqqcOWkITx40+Q6n/S6A0f42bufUJinggJKQOIusdGqJWhqkwuO6ZFUdYdgck07zZpVTlcZ2MVBZs9fQ7xfMvfFpaxbvgfTtEnvksi1t01gxlV5LNmzn38vWcPB4jJURdA/I514obP9QAGGaZGWGMet00dy4+QRJMe33m9+3UV5/PP1L+oaBIRjzLBevPPZ5qhdggzT5t3PN/PgjZPrsl3bi/zSCtbtP9qkxoxigFW7RhIBj1vjw+27sU2J5tLIG9KN/dsPYRF5ETK+UjD7/jvYU17CvqISXKrKxL696JPh9KLsjDjC3UoOHTnBgz97DZ/fqAsZtAIGS77cxZer93LPbeezatch/Mm1jubap9XnbgAAIABJREFU6vZg1Qi5pUMgjZr0x5rXVTATwIwHz4nmfZNSATSFzK7xHCwujclew7LRNLVOtP9vwTJeWrYOv2bU7dv2CPxdBHqFxF1KI5HwpUsqetf/LxB1aZuBVEkwWbDswAEOPLCFYKC+vvXx/DL+/a9FPLpqJSTqdfWmpR927jneSIcKy6p45qOVzF64jn//cCY5rWxge+W0oTz/1pcRhdvt0vj6DRP43b/nY8VQWVJKyC+uoHdW+y5Wbj9yvNmGysKk3uURQbxLZADbCG1YEQiyOj+fxGyF+AJBMNj8Bcqlq4zNy6FHVio9slKZPqDZzRw6EY6rpBUEDZPv/PI/lFX4msR5SykJBE2efX0ZBdJX729uiBCYHhESbaWZ15XQI5AWObLw2htHk5bW8kWz9zds5+Vl60J9Ik/at1RDCSoNMy+N+HrRrg09a/RxalpilXSzqNCtJr7uo4Pc+F3UibYwQz7y5vQnYJiUVfm477G5rW56kRDn5olf3kxCnLtJBqyqKLhdGj+650JGDOjeqvFPB6FqjtTHcjZ8reaLtFwSW238YsAyKe5p4UsGTzOhrR63Tt/emfz2e5FrzDh0Ls7ZGbeUkq3bjrBjZz4AAwdkM2xo95gyLD/7chc+X7DZkqm1VLhtMATuKhthh8L0ggn1q/dGAlH80qH1KMsN2knlkEVN2Y0xQ3sxrF829//pjfqWY2Fw6SpllT7eWryRp1avbrYjey2Wu8aAGqq6RRy6kc0lQ1x0XVm/OGgkKBjJWqiTfQ1qGNGuRcqaCn0b9nD52NiaXpzMwNyuvP7Xr/P2pxt559ONlFX6cesqM8YPYNaVY+jbM5Sglde/G0cKS6POuoUQZKe3v593SPcuYYtvCRlyo9k6SDcIReDWNIQuKJOBsIXCpBBUDlG5vtsw9q07xo6vCkBKev3/7J13nBXV+ca/Z8qde+/2XWDpHZQiHRFQUdSgYEFFsfcSYzTFmBg1Jqb8kmiaKcYYY40Fe29IEVGK9N47S9ll+23Tzu+P2b63LSAS2cfPyu6dmXPO3HvnnTPved7n6ZjPlZNPZPzo49DTkHhoxdGDYzJwr1q9i98+9B6lZSEcx9NDVVWF3NwgP717EoNO6JL0+Lc+XE4kmkR+U0p8FQ4Ze2uCgfSCcAYOkTYK4bZqM6ZHXCierVRd4Jb15sFd2+XSu7PHq+3WIZ9Nu0qSNmVaDtMXrueT5RupyHGTRk7X5+XSFQsQEjMHz1w2VYJVCKp6Go0Cd6iDrzEhwq35SYFwzOKVOcsPOnAD5OdmcNOUMdw0ZUzCfa741nA+XrgeJ4lEga4pXDjuhK88vw3QPjeL4d07MX/zjoRa6qoFhtR45KbzuG/6dHaGUwuKhW2b+bG9vPGbKw7/oFtxxHHMpUpWrd7Fj+6ZRtGecqJRC8tysSyHaNRi794KfnzvyyxfsTNpG2XlSeTUpESJSa/gpVariRoutIRAiUtwX3ryokB9ykLKuoXNgKHzwI31ll4/v3FC3ArPpnBc6YkUpUHbixZAraVVS+DqjU/N8TfhCLeAMViahh3doaJ35zZccPJA/L74QVlTFfKzM7h+0pGrFr3/wvFkGL7ESpe6xuWnDOLbb73NrsqqtN/TA5HwYRtjK75eHFOBW0rJb373blxXm1rEYja/+d07STnJOTnBhNuEJWsq3BJslxAoddFC6ZUai5rSbOFApqnSpU0Oj/34Eo7vVli3z/HdCvnnjy+hU9scAoaOqoiEvgiJKuiawvUJwm1bFGe99ptUc6qxJiTwFlRN56VJ6ztU/OjK07n67BF1apJCeLrhPl1lcO+OPPvAlWlTDA8HurXN4/nbL6NXYYEn4asoKEIQNHSy/Ab3TT6dd3ZsTGosHA/5gSN3Dq34anFMpUpWrtpFRUXqWUd1KMrSZTsYNrRb3O0XTBjM5q37m6dLagJsytgkIWuHS9mA5PdNYbu03edwSq+e9BvQjcF9OjGoV4e4efgBPdrzxu9uYMWmIpZvKuLduavZuqc0Tps1OfJUt2wJUhNE24Aa8VgwEpk8XeJKsreYjV4K7jGp7mLgatTlYE2fR29To4kr+oKGzsWnNDeo+CoghOCWyWO4+pyRzFq8kb0HqvAbOqcO6Unndok1wW3HZdaazTw5exGb9nqSCAO7FHLDaSMZ27dbixQpm6JXYQFv3nUNa3btY8HmnViOS892+Yzr14OlRXsoi3hPI3UVrSm6Cuo6lw/6ehQPW3H4cUwF7jVrizATaGQ3RCxms2bt7oSB+7Sxx/GPp2YTramyq0MLxKWM8poVxkQXnCtRog45r25kjbKZif+6icG9k68SCiEY3KcTg/t04vmPFifsW68GMzuJPoVs8K8Q6NXg+Ou1ThL2LyFvTeOVVNV0kTo1uaL6g13d+1GjoDUpdBSAoWucNezI8tIChs7EMf3T2jdq2dz6xOus2b2/kVzAws27WLlzH6cc152Hr5x4yGJV/TsX0r9zYaPXlu/Zg+nUz7aFTB28farKeccd/HpBK44uHFupknT3kzJpGtjwafz111PJyvAf9Gq8guCc3r0J6Fqz601YLkrUoePzW3BiNrGIyR9ufYJNy7en3X6yVE+d5Zkr40sH0jjloZoCXyn4yoW3sBjvGBf8lQK/ojV6ed+oLG9xshkl0vtx/GA3SM/7NJXsoJ9/f38KxhFYDDxY3DftI1bt3BtX4yViWsxZt5W/fDD3K+lbNs0+1bz/8aiCqhBkGwbPT7mEoJ56HaQV/xs4pgJ33z6F+HypA63f76Nvn8Kk+3Tv2obn/nEDV148ipxsL3eo6gpqCpF+AAScNLwnf730PP4z9UL6qpleqbmUKCGb3Hn76fr4enyl9bNXM2rx0h/eTd12DY7vnnj8AjCqwF8GhuOp4wF1AbhpnhoX9JCCGgV/Cahh6pkhrve3vwR8lkq/K05g+JjeqKpCrI2GG0wuYIQAN+B1nZsZ4LpvjeD1n19Lr44Hr6feElSUhvjkjcW8/dwXfDF9dUqfToC95VXMWrM5qflA1LJ58YvlhOME9ngwbZuZqzfzwufLeGvxGspCETYWlfDK5yt4ee5yVmzbU3czHlDYDqOJxZkiPSGyuuBdE8An9unL9GuupSoU44WFy3l50Uq2p1m01YqjF0fvlOYrwNDB3cgIGkQiyS8mw9AYOaJnyvbycjO44fKx3HD5WFxXoiiCRx+bwRtvL0kuK+rTuPGqkwEY2aUz7V7cjL15X9LMiZSS+e8vxYxZ+NJgkFx99giWbdhNJJb4XINS5YaTR3HDeSexu6yS8x5+GtNtEIxcL5UhXK+SUyAQDhiVQGXznLeFy+e7djH/0dsB+P4L7/Lx6o0px+r3a7zwvcs4rsORkw2NhGL89Wev8fn01aiqguu4qJqKEHDZbeOZctO4hDnqD5dvSIeYg6IIZq/ZwsQhiU2HpZQ89eki/jVjIQC24yCkwIrYKEKgq2pNYa2gTXaQBy//FqN7dSXT5yPcxFhYUL/4LIE2wSDn9zqeKf96kapoDNf1Vs2lhP4d2vLwxefQOS8njXerFUcbjqkZt6II7rl7EoaR+H5lGBr3/GgiShoSmk3bBrjyijHk5gQTOsQYhsZppx5P3z7t616rPOA55qTqUVEVQmksrgKMOL4LJ/bvipGE5tY2L4upZw4DoFNeNtedOpxAbXrCrTEjTkL5jrdQWR0168vdq9JzAtJUhdLwkVPfi0Ut7rrsn3z+8WqsmE00bGLGbCKhGOHqGM///RMe/7/ETzf7KquxkjjU18KyHQ5UJ6GOAg+98yn/nD6fUMwkFDOJmQ5m2K7xjpTELJuoZRMxLXaWVPCdx97gy407eWji2UmNhQOaxqX9B3LXq++zr7KasGkRtb22YrbN8l17ufhfL7CrrCJhG604enFMBW6A4cO686ufX0RubpBAA9uxQMBHTnaAX/xsMqNOPDgTXICc7ACP/f1aju/bHsOn1QVwv6Hj86lccO5QfnzXxEbHZGSnR9NybJdgVnr7CiH43W3nMnF0P3yaWhfANVXBp6sM6duJp+6/vJH12h0TxnDrmaPw6xq+mBeUW8qLCOha3Uw1PyPN83IlOYEjZ8bw1jNz2b29GCtBWiQWsfhg2gI2rymKuz0/I1CfXkoCXVWTnte6ov28smBloypWpebXRO971LK555n3Gd21C/+cfD4FwQAZDXLXGbpOXiDAHyeew38/X+bJGsSBKyVV0Ri/eGdGyvNoxdGHYypVUouRI3rw6ou38+o7i3l7xgr2lFRhKoLOXQuISRfbcQ/JFKCgIJO/P3I127aX8MW8TYTCMQrb5TD+tOMJBn0smbuBV5/4lM1rixBAZtt8tNIQphkj3DuP8PFtcAMawnLx76pGDwuEYaDpGvf88nUunzKKkcO6p6SbVVVH6eTPpL1tUFEVJlNXOb5fR266bCwD+zRnqAghuOn0ExnbuzvXPPQiLi52piTawUEJKWiVSlI6oCoEZw+uTwtcNHwgCzbvJJQiz5tp+OiUl81Ty5bw7IqllETCBDWdC47rxzWDhtI5Ozv5G94CuK7LG0/PxYwmz2VblsPrT83h7ocva7ZtwqC+PPbJfJJkwwCwXZdx/RKn3J6Zs6SxmFTNAmOqm2XUspm7ZhvjBvbki9tuZc7WbazYsxeAEzq0Z1yP7ry5bE3KdlwpWbB9J3/5/AveXL+W0kiEDN3Hhf37cdXgIXTMapVyPVpxTAZuKSV/e2Y278xYQcysF0VavXEPv/rb+/Tq2pa/PDCFgN+XoqXk6N6tDd271S+yWabNL259mpVfbiUaruc7V1VEsApzKRmV73lE1jBVpE8l3MfjEWfsdSAkWbJ8B2vW72HooK78+v7JaFr8xdaVa3dz94Ov4jgOsRpVONN0WL1iJz9a/QoP//xiTujXOe6x63fuR1MVKrqYmAUuKCCCDlpVHAPLBtA1levGDa/7e9xxPcgKGIQtK2FOOKBrXHjSQMb/90kitkWkpqik2jR5evlSnlu5jL98ayITevVJ3HELULq/inB1aqMF13FZuXBL3G1d2+QyrEcnFm3ZlVAjxtBUJg3tR04SW7eFm3fiNnhj0tXcDscslm7ZzbiBPVEVhdN79eT0Xo1vEJ9v3t4sB94UriIJZzj8c9GXWDVrG9WmyZNLlvDM0qX8bdK5jO+Zeq2nFUcex1yqBODldxfzzowVnrVYk4gSiVps2LqPB/6UPoMjXfz9F2+yfMGWRkEbPGuzkpMKkD6lLmjXocbFJtRexam5j0SjFkuWb+cvj34St5/9JVXc/eArhCNmXdCuRcx0CEdM7n7wVfYVV8Y93pWS6nY1QbtGA1oaEO1oI4VENoneihD4dY3fXDqBXoUFda+risKTN0whLxjApza/wQR0jW+d0JdnNy2jLBqpC9q1sFyHqG3z/Y/fZ3XxvrhjbSmklGkXxrhJhKf+eNUkuhbk4o9DWQz4NAZ2ac/9FyZ3jTkUxyAnhcmvm6JticTOrDGNdht/R0zHIWLb3PHeu6wvSa6B04qvB8dc4LZth6denZdUq9m0HBat3MHOBL6FlbEY72/awLTVK/l0+9a4C1WlB6qZ+fEqPnx3GSuX7aCspIpZby/FjCNOFe4Y8D6JZAFFQDS/PvjFYjYfzVhFeZzFylffWYxlJb+wLcvltXeXUFIV4r2l63j9y1Us2rILKSU9O+ZTXWg3U5tzciSRHjZ2jlsXwIWAoV078MTNFzNhcPOCme5t8nj7e9dw46kjyA4YKELUHNORP0ydyIA+7YhadlKOfcy2+cP8uby/ewVv7FjCopKtuDJ9d/KGyGuThZoG914I6D0gsexrdsDPS3dewQ8nnkKH3CxEzXn1aJvHvReM54lbLsaXZPEQYEDnwsZmz2kuKAQNnf5dktNVh3TuEPemUgvHRx2XPhFijsOjC4+c808r0scxlypZvGpnWsL5ruvy/qxV3HrFKXWvRW2LX86Zxevr1qIpCq50UYWCqgjuPHE01w8eRkV5mD/97j0WLdyMpqlI15vhqYrA8akQZ0Es1C2I1FLcQ4XAyvAu7tpHaqEIZs9dz+RJQxvt+t4nK7FSuro4vPLeYp7YuAJNVZA1udVMv8HZp/ZFCNFsZg3g+iWxTg6xjg44kLlPY/PmEr7951c5d1R/7r7ktGaFM/kZQe44cwx3nDmGmGWjqUpdReGE558mbCd/pJfA7G1bWSPWguJREDM0gx8NmMA5nVpWxq3pKpMuG8Wbz8zFSmAsAGD4fUy5cVzStgI+nSvGDuGKsUOwbAchRIvWRq49dTjzN+2sL+JJM3ALIThjcO+k+1w4dAB/nvF5wu1urSNTErhS8tGmTViO45knt+KowTEXuA+UV6f1iGo7LnsbpBJMx+GKN15hbXExMccm1uSa/8O8uWw/UMamf6yh9EA1tu02Dwx+HWE5qE1m+64v/YtdKjWFFniz7gMHmlPuqtM0y7Ut1zPFbRDkw6bFM/MWoxSmUF8VgAam7hKKeqmfdxesZePuEp74wSXoCXLvTYN6SbqKdQJCloWieZ9d2DH5+fK3qLSiTO3eMuW+KTeNY+bbSykvqcaJk6M2/DpDx/ZhwIjuabeZ6HyTYXiPTozu05UvNmyvMbXwZABqpXvjwa9r3H/J+JSz+ZyAn++NH8tfZ30Rn1nSArpQlWm2ClQdZUgrYgghCoUQn9X83lMIMUMIsUwI8bOvdniHH1lBP0oaOU4hIDe7XgXw+ZXLWVtSTNSJn2KJ2DYvrF5BkRNKXHwjBDLL3+yRWHHSFzlpqO6n6yqZmc0Xv4w0CnRq24sH23Kx0xmTBNFgshyzbDbsKua1z1am1z+Qqae5ACxBKI3HFHUsHl79IQdi6fHFa5Gdl8Ejr95Br/4dMfx6HQffZ2joPo3Tzh3CvY9ceUgiUelACMEfr5rExCHHe2qEmuf9iV6/vRZBQyfD8PHA1DOZOKJfWu3fMHY4PzxzLAFdI+ir/04EfTpqmufmuG4jumErjg6knHELIfKAZ4Baj6zvAg9IKT8XQswVQjwmpSz+Kgd5ODFycLekqRIJOH6BFRA8s3AZzy1azsCuhazJLk8po2lLyb4BGh0+d1HsBH1IcP06aoPqzcDuMNU9Mhu5xDQ/TqJGJFaGguMXSOGVOVt+iJoW/gYX5mlj+jJ99hocVyIFmBkCM1vxtLVd8FW76NUSO6OGq+1I9EqJr8oTknIMyf50XG9cMEob3/ujls0znyxi6mmD0wp8U/oN4B+LFng64UmgGA4izjRDAK9uX8StfU9LY8D1KCjM5pHX7mDruj189tFKqisitOuUi69nLq8tWsNp9z1GVDigCvw+jWE9OnHduOEM7dbxsAZ0XVX55SVncefZY3hv6Tp2l1aQHfBzxsBe7CutZsnm3ThSMrBrIaOP68aMLzcw9f5nKK0MkxHwce7Y/lw4bhAFOd7lWRoK8/LClbyxZDXVUZP8jADfP30suq6y7UAZuqowplc35u3ZyX+WLE75vo/u0qVZeX0rvn6IVGkDIUQ23vXxlpTyNCHEfUAp8DrwLjBGSpkwSTlixAi5aNGiwzjkQ8dfn5rJm9NXNPOLdBWI5SnejLhJ5aQUklAniZ2C2qqYkL8SAntNjKoEF4Vpo1XUVwo6hsL+U9skz3O7Ei0sUVwaLWIGDJ3sDD//vmcqHdp4fOetO0q45a7nCLs2ofaqJ+Ha8Hxqb1w1rvIZe71pfEM6WtkJDuHOJLTDwgU1JMhe23w2pqsKH//2FnLT0LAuCYcZ9+wTyalrQhJoF0YLxL9xDs7rwnMn35yyr2SoDEe5+c+vsLOknCpsZG2savC2BXw64wf04v+mTjhk1b+WYtueUm753TSipt1IxsDQVRRF4eHvno8IKHznubdwXLeRjkpA1zB0jWduuoQ+hR49dV91NeOfeopIkvWFgKbx5IUXMqpzckeoVnw1EEIsllKOiLct5bdPSlkppWxYF/shcBJwJzATaHY1CSFuEUIsEkIsKi4++ibjt101joHHdcRvNFayi+UpzYNcDYQUZOwWqCkqs2uDfqS9DzsQ/+1tWk6vxlzarapGcUFt2reUnsSrKVGkaMY8icQsisuqueV30+oWJHt0bcOdt55BqIPmzbKbtllDMZR4jjy1Tj0NkbtawVdRn09vBMe7QWVujD8TUxSRkq5WizbBII9PuoCApsVJYXkD8+VEEwZtAOcgGSZ1vUjJ7X9/g617y6iSNUE7DuMiYlrMWLWJP73/2SH111JUR2Lc/NtplFdFmmnPxCyHSMzirr++xW3/eYOwaTUTv4pYNuXhKNc+8QqVEW/9ozAzk0fPO5eApsVNmwQ0jR+MGdMatI9SHMy04R7gOinlfUAAOKvpDlLKx6WUI6SUI9q2PXLCQelC11X+dP8UfnDDGXTukIeqCNyAiC8/2hASjJKmgRWUGKghTyVPq11rUwSRNs1no5qmMHBwV/LaZkFQwywM4Oubz9TLx/DS3VdwznAv36mrKqoi6JGfRzAs0MxmTdXBlZLSyjD/fPZTKmtm8lG/xGeoSc9HSDAz428XrqDNPIX8dSp5wo8mFC/AW+AvUsheraPY8Y/1aVpas+1ajO3SjXcuu5oLj+uHoar4FBVVCDS/Q6BdCCM38clrQmFgbnPaXtSy+XTjVt5ZuY7523YmvZGs2LqHzUUHvEVa4S0OKhZxi42ils1LXyynOhprvvErwnufryFqWkkpk6Zt45YnT+VFLZvXF6+u+3tc9x68ecWVnHfc8fjUmu+cEJzSrRtPXXgRNw2PO9n7RmPHthJmT1/NnE/WsH/f0avjkjJVUrejELNrUiWLgIuA/cAnwINSyumJjjsaUyVNEYmajP/xY0RTUOjAS5lU9JGgesHaVyEaLRgKF9SYZ1YgXEn2lkgjlxdVU/jto1fx+EcLWbqpCF1VPF1qx+NP33fVmfTp3JZwzCTg04maFhO+/6+U9D4APeqSv8Nk9Ljj+MjaR0UsjeAiJRlFblKSQbuCLP779+uZt247Dzz5IZEkHHifpnL1mcP57vljU/cdB47rUm2a+HWNnyx5hdl71+EmCVmGovHKuO/QPdNLAViOw59nfc6Li1agCIGLROAZCdx+6klcNXJIsxz1/U9/yPvz18al0Tg+cAI0S5nce8HpXDhywEGdY0tx0U+fZOe+1FKsEgi3J+nNunNeNh//6MZmr9uuS8g0Ceh63GKpbzo2rC3ikd++x/atxaiqghCe7MHAwV35/r3n0qFT3hEf0yGlSuLg58BsoBjYiZcu+Z9GwO9rrBmRAooDWhUYZQLFEQhZ/4MQOAbEcmsE7xu4uUvADCjc/o83WbR+F5btEI5ZhKMWMctm7fb93PTwy6zZtpfsoB9dUymtjHjBPQ3YCsRMmw/XbKYikh4lEJnaxqyiytOwGD+gN4N6dMRIUMCiKoLcDD9XnzE87vZ0oCoKOX4/hqrxw/7fIqAlZp34VZ3zOg+pC9qO63LrS2/y/JfLCVsW1aZJ2LQImRZlkSh/nDmXhz5pnuZYtnF3jYt98x/V9G7CDe8dUctif2XLmCyHgrLKFpj8ppiHlYbi5/q0mvf9WAzaq1fs5K5bn2Hjuj2eSmTYJBwysUyH5Yu38d1r/82e3fGL8b4upB24pZSn1fz7npSyp5QyS0p5uZQy/Yh3FCPtxSbpzap95TWBOh6EQKqehjVuva6961OoaqcTs+yEJclR0+bux96tK7fOCPiwE+hhNOvWlVhZGrZPSVv3AtE8v90UtWsBiiJ45LYLOPWEnnXpHPAmeH6fRq+ObXjuJ1eQk3F4lP66ZhTw7Nib6BDIIajWB3BD0fApGlO6juD+QefWvf7mirUs2VmUkP0TsWxeWLycFUV7614rKqlgX0lVEulaL8+vNrgP+lSVzEPUsWkJAunSOyElPzvga6X2NYTrSn71k1eIxalort0eqo7x0M/fPMIjS45Wnk8NRvbuzBfrd6T+4msa/f1tWcGe5DsKgR0EVwikIXB9Kq5P4PqaLzA2RThqMn/NdsYM7E6bnAy6ts9j064UmhGuxFdmY+bpoAjUKNhBmbIvxUweuDVV4Ywx9V6Fhq7x0E3nUnSggnfmr6XoQAU5GX4mjDiOAd3aJ27oINEnu5APz/ghCw9sZeaetUQck15ZbTmv81DyjYxG+/77iy8bSaTGg2k7PDlvMX+5eBIA02Yt896iJO9B7czb8Xt/uBLG9z946d+W4uyT+vHS9KUpNcC9MvbEn7euKkwalNjU4VjE4gWbiUSSLCDhBe+N6/ewe8cBOnUtSLrvkUJr4K7Bjy87nckPPpN8JwlXnDaUT7ZuJd3SMytXQ6tJNTu+9I4JxywWrvUCN8BN55/EL574kGgyWy0JvgqLcI43o9JCrsdqSdKlrir4I8kyyKCqCpee2zz10bEgh1snnZTG2Rw6hBCMatOTUW0SK9WFTJMdZanzwK6UzN+6o+7vuSu3piWBUGvrhgq92uXTIe/wSc2mwqVnDOGVmctI5nPt01WcXEhW76oqCleNHppw+7GIpQu3EgknD9zgCamtWLrjqAncx5zIVCJ0a5/P9y44Oa7hKnivDexayB0XnZJSea3hMY3QgsKNhjn3M0b05aLTBhGI59zjenTBzB1Rb5FUAlKiR2Td74ngSsnlE0fgj+OSI4RnsfbT70ygS4cjvzDTUtiOm1ZFLIDT4D2JV/KeCLW0yUtHntDi8R0K2hdk86tbJuL3aXG/Qn6fxk3nncTtE8fUOxg1gBBeqfxvp0ygc36rVVlDWCme0GohpWzRd+WrRuuMuwGuO3skPdrn8/uXZ7GnrKru9YBP4+rxw7ntgjEA9OvYlu3FZakDeA21rBaKlV7ADxg6x3VpB0DRvnI27yjhxN5d6Nu5LdNmLmP9tn11OXAt5KBVOx6Vseamo9gSK0PUJGgTBzPXlRRZIR6+9yKeenUeK9buRlUVHNdl1JAeXD9lNP333zrjAAAgAElEQVR6t6esLMT6NUW4rqRHz7aHvMK+p7yKdXv2A9C/YyGFOZmH1B5Alt8gqOtUOKmZND0L8ut+79ulHbtKKtLykERCEI0BXZMr830VOG1Yb5649zL+8/Z85q7YgqIoOI7LCb06cON5JzFqQDcABnQq5NGZ81m2Yw9azWd5at8e3Hb6KPp3OvLjPtrRq297/AGdaAofWqEodOtxZAys00HadMCDxf8CHTAeKsNRiooryMsOUpjXuFxy5c69XP/YKwltoQCQEl+5JGt3/czZo2tpjZgm8eD3afzrzov5x7Ofsm7LvjrKoGU5jBrSgwtOH8i9v3yV6gIdt0lbWshBj0Coo5dTTwWfpvLF729H11TCEZNQOEZWph+/oVNSXMlf//AhixZuRq+ZydmWQ5/j2nPHXefQq0/LAsG2kjJ++fYMlmwvqmMvmI7DyO6d+dn54+lakNui9prikdlf8MQXizCT5IKDus5Dk8/mrOM9db3lm4u4/c+v1yv0xYEEXBWkD7q1zeOt+679ynVMkiFqWlSFYgT9vkbWcw1R62GZHfAnlXc91hGJmFw64Y8JFydr0a59Ns+99b0j+rkfbjrgMYHsoJ/juxU2C9oAJ3Rpz8nHdU98QdQwT4L7GwcQAWRWg5Ik8ez3aVwydhDff/AVVqzbjWnahCImobCJaTl8vngzP/vre4TaG7iG4umbNPixM9X6CtA0IIR3kwIIBny0LcjCb+gU76/k29c9wYIvNmKZDuFQjHAohmnarF65i+/f9jTr1uxOrxNg474SLn30BRZs2YlpO1THTKpjJqbtMG/zDi559AW2lRwa5eraUcPIDfgTCij5VJXebQs4vW99rnxQzw6MOL5zM9XCWtROa6RWo8w39YyvNWgD+H06bfMyEwZtgAzDR7vszNagnQKBgI8bbx+P4U/MtjEMjTvvmfS1f+4N0Rq4DxIPXzGRs07o04gWB57yWpusIL0qA2Sq9V8GTfNMescN6cVvbj6HoKE3onn5fRqGrnLb+WOYNXNNs9LmWriuJBy1UKoTzCoVgauJ+KXqcWA7Mi7d7KFfv01VVSShC0w0YvGLn76S1CWmFlJKfvDiu4RiZtyUhCsl1bEYP3jxvfQGnQC5AT8v33A5PdrkE9D1utujKgSGpnFit848ddXFjYx+hRA8dOu5nDakFz5dbZQnlwACfFkaGUEff7j+XE7s01oC/k3D5KmjuP620/EZWqMA7g/4CAR8/OSXF3HimMNjnXe40Ho7ThP7Sqt47sMv+ejLDVRFY2iqQq+ObfjFeWewvaKcbSXlZPp9fGtQX0b37ooQsHT5DmbOWUdVKErnjnlM+tYgOnbw0gGnDu7FJ4s3sGDNdlxXckLPDkwa3Z81G4oIp6AnCTw3cOFIZDxFQUWgOBLXkckVB4EBXQsJGo1nbnv3lLN65U5cR+Logliuhp2hggA14mKU2Wgxl3DYZPHCLYw8KTk1buWufewpr0rKXpESth8oY92eYo7vcPAyCR1ysnj31qtZumsP76z0DHA75WRz8eAB9GrbnBEQjVlMn7uO/ZtL6eAaOEKSU5iJDCgYQZ3C/EzG9OvOWUP6pNTATnxuktXb9vH89MWs27EfVVE4aUA3Lhs/hM5tDy091IrDg4suP4kJ5w1h+nsrWLtyF4oqGHZiT8adOQBfPFLA14yjb0RHIV6fvYKHXpiJhfQijBBYjsuqbXtZ8/Q++nRuw2M/nEJ2k8KTYUO6MWxIt7ht+n0a547uz7mj+zd6fcHSbYRT5NtqodgSJ0VgTgZDU7n5W81NCFYs3Y6qKlTmC2IFeqNFTlcXWFkqerWD3GOyaMHmlIF7/pYdaVWmOq7Lgi07DylwgzeLHtalI8O6JNem3bhtP3c++DKW5RBp8J6Hqr388d8enEq3TvlJWkgNy3a474kP+HzVVmJWvTH1zuJyXp+zgpvPPYnrz2mZEUQrvhpkZPqZPPVEJk89+j+P1lRJCsxesok/vDgLq1aBrkmey5WSDTuLuf0vrx+S+WstYmnSk4Dk5c0S/KWuRxeMMy5dUbhi3FBOHdCcG23bDqGMmqCtNCkYEp6yoJWpEmmnYybjltfAsp1GFLyEQ5YyZZHJ4UJJWTXffWAalVXRRkEbPMPo0ooQ3/nZi1Sm4QifDL99fgafr9pK1GxsTG07LjHL4Yn3FvDW3FWH1Ecrjj20Bu4kkFLyyLRPPbH5JAsTEtiy5wBfrt95yH326d6ukdxsMrjJZtsCfCFJ9n6JVsvpdj3BpW4FOTx0/SS+f/4pcQ/t2Dmf6lw1rrxtHRSBmavRrkvqR/2e7fLJSKPU2tA1erY9tBluunjlvSVJb5JSegH83Rnpu/k0RXF5NR8sWJe0cCpq2vz9jblpy+C2ohXQGriTYsOOYoorQmkVSUZNm2kzlx1yn2edfHxanGKpUC/232yjF6wFIKIu+eWCgr3QI+bnV+eP5+0HbmD8oMRms2Etdam81w+EE2iON8QZ/Xql1Z6qKJzat0fqfg8D3pq+HCtZKSKeYNcrHyw56D7e+WJ16p3w5FYXr9910P204thDa+BOgj0HKltS7Miu4tQl16mQETS4/pLRSWfdQhE4GUr8YCi92bUeqp/BxUwHO2ZTui/EX/81kxdeX5h0DHtLq9ASKAA2giLYV16VcjefpvHjc05NSk3z6xr3Tjq9RS7pBwvbdqgOpaenXVYeOuh+duwvTyu3L6X3XWtFK9JFa+BOgoCht6hMPWAcHsW4qyafyFUXjsKnqxgNytEDfh2/oXHfdybQLj+rJkg3mJ67nmdkoNTxLM7iIBazeerFz9m2I7FoVcDQ0fXUXw0hSMolbohLRp7ADyecjKGpjQJ4QNcwNI17Jo7j/KHpmeAeKlRVaeZClAj6IfCgMwNGWl8fRYiWKQC24phHK6skCQb36Vjvz5gCuqqgmZJr7noGRQhOGtqdi84eSruCFCaVcSCE4Popo5l81mDembGC1Rv3oAjBqCE9mHBqPwJ+H21zM/nJ79+gWnGRmgQXtKhENWXKzI5tO7z8zmJ+fPuEuNtPGtAtLSlZv0/njOF9424zTZvZn6zmxVfms7sqhFQF7drlcN+5p1BuWCzf5UmrntizC5OH9SfLb6TsD8CRDusqFzP/wIdUWmUE1ExGFpzBoJwx6Erym8iWvQd4/tOlrNi2B6eLQaw8hl4tGxldNISiCE4Z2ZtQOMZHM1YzfeZqIlGLjh1yufj84Qwb3DVpUcYZw3rz5txVCTn5tbAch5P6x2cfVUajvL5sNe+tXk/UsulekMc1Jw5lRNdOzfp23WqqQq9SHXkV161G17qRnXkjAeNkRDyn5Vb8z6K15D0F/vTibKbNWootU+R9JQQqXGRNoNd1FQHccvnJXH7+yMM+LteVTL3lcfaXVKans9EEBXkZvPH0dxJu/+k/32XO0s0JH/UVIejWPo9pv25e/r1t835+ePuzFAckbhPjZSEhM9Pgbw9OpU/3di0ac7lZwuNbHqDarsR069kePsWPJnRu6vlzOga6NzvOdSX/9+pM3l64Bttx6tUApfc/vVJiVDd/Ew2fxvevPZ1HH5+FdCXRBgE44Nfp0jmfP/1mKllZ8fXHpZRc9LOn2VlckZBx5NNUzhjeh1/feE6zbZ9u2sr3Xn0XoE6uVgABXef49m359+WTyTS8G14k+gV7D1wL0kVSb7wgRAa61pMObaehKke/WFgr6tFa8n4IuH3KyfTvWuhV1MW7+GqEnfQqpy5og6crYloOT0z7nPdnHX66l6IIHv75FDKCRtqP/Q1h28ln1PddexYd2+bg05rnulVFkJVh8KfvTW4WtEtLqvnBLU+z3+/ixjFelgKqqmPc/sBLFJem7yJjulH+ufk+ysySRkG7dlvYqeLxzQ9QYR1oduxf353LO1+uIWbZjSVca/jpVpbADDYep+HTuHTiMP7+2AwiEbNR0AaPcbJ1WzE/vHdawupRIQSP3DGZrKDR3AQaL2h3aZfLT688o9m2Fbv3cucr7xKx7EYa4xIIWxarivZxy4tvIqXEtNax98BVSFndKGgDSBnCtNaxp3gK3xDPk1bQGrgBMC2bVZv2sGTtTvaVNl5sM3SNx++ZynfOG02wQRk1eLNO1QZfpYOagPEVjdk8+t85h1USUkrJ2n3F7HPDfPf28YwY2AVdUwnE0VuQgG2AmSGwjXrqd6cOzWl8Ukq27TrAklU72LO/gqfvv5wrzx5OZtAgYOgE/Tp+n8b5pwzkxQevoXO75m28MW0BlYqDbMr/bggB0ajFS+98mfY5Ly2bQ8SuRibRm7Zck8+K32n0WmU4ygufLk2uZa4IrByFQEBH11UG9OnA734yme2bi5Py1C3bZWdRKYuWbku4T9fCPF564CrOHTMAQ9fqpA6ygwbXTBjBMz+9nIw4bjp/mPFZQicf8MS51u4tZvHOIkorHkLKZHxzC8veTiQ6O8k+rfhfwjGd446aFk+8Po/XZqxA1KigmrZD/57t+d4V4+jf03N00TWV6887iWsmncju/eXsLqkkK2jw5dLtPPvaPMwUE5lYzGbJ6p2MHBQ/j5kupJRMW7aSv3++gPJQBMd0cJDorqQdJhnFgu4927ChpAxHQjRXEG6n4HrV6kg8v8ycMsFlkxunb2bNW89jL8ylpLQKTVVxXJfMoMF1U0bz8Z9vpehAFVJK2ud7IlSJ8O5ri4hlpeCAA44reXv6Sr57zWlpiffMLXkPUyZngjjYLCz9hEkd6tM3Hyxen1b7Ab/OLTeO5cwhfcnPzaCqKsq9S7alTENFIhavvLmIE4cnpjEW5mXxwDVncffU09hbWomqKHRsk5OQQbO/qpplu1M4LAERy+LZBQv5/ugZpDKblDJEefXjBAPNZ/et+N/DMRu4o6bFrb96mS27SzCb8HmXrd/Nbb95mYd/cAEnDqwPtqqi0LV9Pl3be0Ui7328AjNV1MYr5d6zr+KQxiul5IEPZ/DW6rX1j84agMDMFOweYhBaHcFeWYShKxT39xMpUOoCaO1l7apQ0Q6+rNjLaXg2Vs+8Np9nX5vfYFbq/RuJWvztmVls2LqPu285K2UANE3PaFXmpuc5GbNsIlGLYBrMlHgpkHiwXQvTjWKoAQC2F5cll9+tgeO62Ark53p2aCWl1eiampLrDbB7T3qqhgFDp0eH1A4qeyqr8KkqsRRUQglsLT2AEDpSpnZxse1taY2zFUc/jtlUyb9fmxc3aNciatr85JG3m+U2GyJeaiIeLNvBOEShmlmbtjYO2k0gNUH5gABVQYmTIYg2CNpN4Qp4aeEKvty6i/Vb9vFMo6DdGNGYzUdz1vL54i0px6jV5sPTNQiSEl8c9524bYv03muJiyrq2wwaenqUPEXBrzdQhjO0tKsZkz2BHAz8mp6WRABAUPdBmrlrIQKHMqxWHEU4JmbcritZsnw7b763lP3FVWRmGCzZvgdTpChll/Dx/PWcP25g3O2FBen5DrqupHe3Q3PP+Ne8hQmDtmKCXglaDCr6ZILrpnzEj5o2v3x5Oua2CLEUeiPRmMV/31jAySOSi0kpimDQsG4s2LIbO6ilTJeccFzHtAtu+mePZHHZ7KQ5boCuwePQlPpAetrAXvx39hIiKc7RdhzG9ute93f7whxysgLsjyUvMDJ8GuPHHV7+ee+2+fg1jXAScwfwOPDnDjwBVW2D7SSvvBT4yQxekHSfmLmGytB/MM01IAwyApPIyrgUVWm1Ozva8I2fcZeWhbj+O09y/6/e4LMvNrJ+414WL9uOLDcxyhyEnTjCRWIW0+evj7stFDF58Z00aY4SHnlsxkEvUNquy7KivXHb9RdDRhH4qkA1BQIFFBV/qUCNxG9PmKCGYEdROVUl4fg7NcGqDUVpcbsvu+5kMtIoSjR0lasvHJVW3wCntD2v0Uw6HnRhcHq7Cxu9NrBbezrm5yT3o5Tgmi7/eOWzunMUQnDFpaNS68YIOHfCoLTOIV2oisL1Jw3Hn0JGVgjBhYP7k5N1Z+rZtIDsjKvjbpLSZO+BmygqPpeq0DRi1jJi5gLKKn/Ljj1DCUXeP9hTacVXhG904DYtmzvufoGdu8uaKcDV0vh8lQ44iYN3LM6sR0rJXb95jQNl6ZZDS1at2c3fH/0k/cE3gOU4cYtqjAOgh2pMbBu8LhAIQK8GpQnZQNigmul61Dc4TgjsNMq3h53YkwsvGkEw5CYsXtJUhcnfGszoYYld25ui0N+FiR2uRhfx8+G6MDgx/wyOz27uSP/Xm88nK2DEfwCoqT5VIpJZizfy22frP6MLJg5lxNDuCYO34dN44MfnkZsTTPs80sUNo4czvGvHhMHbr2n8bcp5ZBoG2RlXEvCPTxi8hfDTLv8fqGr8p779pXcQicxAygjQwGpPRpAywv7S7xKJfnHI59SKw4dvdOCeNWc9B0qrE850BYAELRp/u6oIenVu/mVfsmoHG7bsS9/tHXBMh/c+XMGBA/G5y1JKtu88wJp1RezbX69bEaqOsmPjfrJDCqL2BiMlaljiq5KIJEMQeIG93n8L1FjjoC3jSJJIUeOxqNQfGvT7GpXfJ8PNd5zFvXdNopNioFquFxxrlAnb5GRw7+1nc8d1p6fVVkOMaXMOV3W/m06BnmhCx1CC6MJHga89F3W+lXM7Xh/3uM5tcvnndy7EUDSklNT9JyWKVX/zi5o2H85fy94a3RBFEfzq/gu56dpTKcjPwO/XyQj68OkqQ07owp9+O5WTR381ziiaovD45Rdyx7jRFAQDBHWdTMOHT1UZ27Mrz193KSf38hbOhVAozH+c/Oz7UZX2CBFEiCwEBn7faDq0eZmMwMS4/ZjWRsLRj5EkphNKGeFAxc+/kvM8GNjOPqLmUkxr3VHLTXedIhxzKa696bDIPTfFN7py8obvPsXmLcUp95NALF9tlu82fBpP/eIKenXxgreUkjdnreSRJ2diRVugm+1K9GoXn65yzZVjuOqKMfV9S8k7HyznuWnzqKyMoqoKlm3TpX0e+arG2uU70XWNmG17Xo3dDKRP84KrLwlXuuG55YLUQTigRhoHbi3kYlR4NwBXBccQXjCX1HEIdVtwzTkj+PaVp6Z/zjUo2lXKth0lSFXQrWsbOrXPPSzefeVmCdV2OX41gwJf+4Rtrty1lz99NJfF23bhxGoes6DuhqdGQQ/X/61rKtecPYJvXzS2UTuuK9mxq5Ro1KRtmywK8g/dmT5duFKypaSUiGXRMSebgozEM3wpJZa9CSlDqGoHNDW5oXNJ2f1Uhp6m4Uw7HoTw06ndJ/j05OscXyWisSWUVvyaqLkEIXyAgxBBcjO/TU7WrYgUqbQjASc2F7Pq97jWehA+kDZCyUXP/C5a8MoWffeTVU5+/Wf6FWLfvhYortUGqhoYusboE7o3Ctq/+vdHzFiwAStmp59qkBI16s02Lcth244DDTZJfv/nD5j12fpG7BVhu+xcuotdNcHEqqEcWgU6ilTBAsufOmh7jXncbUcHb12v8YnaAYGvSuIIcAMN2hT1x1s6bCg+gOvKFldpduycT8fOh19jO9fXhlxf8gXfuRu3cefz7xA1bUTNfVbQ+Pwcv8Txgb/cC96W7bC5qDn1UFEE3bumpvJ9FVCEoHcc27V4EELg09N/CoiZ80gVtD34sO1tX1vgDkWms7/0lrpCI1nD6ZcyTFnVH4nEPqd9m+cQIg1Vy68IVmgaZuUDUPv0UjtGN4JZ9Wtcaym+nD8clonLNzpVoqcjTUrNNVzzXqqKwPBpnDSoG7+6vf7xcvr89cxYuMFzMkl3AFKixCRqgwXQhtSxWZ+tZ9bcxkEbKdEqrWaUOjugYmXrdUyNZCmSpucmGwRh0TSfrwgibZTGQTtOI1+u28Vbnx28qcCRRlU0xvdeeLdJ0I4DIUABs4EW2LGi1CfdMqS1Id29ESI9fv7hhuOWs7/01oTVoVJGiJrzqah+4giPrB6uvaNx0G4KGcGOvo8TfSf+9hbiGz3jHjuqNx98shInyeIjQLvCLNr2KSBmOfTqXMAlZw2lT9fGvodPv72QaMyLAFIFaaexwCdBNev7lgps3LWfO3/8An6/zpZtJUSbLJoKWyLc5gp/sTy9Eb1OsSWuTspZt6YojBzQhfJojCyhsnBVc5ce4YAUIun5RE2LZ97/ksmnnnBYZgxfNd5asqZOmxxSfFZC4OoSqUCGT2f88KPL0furghV+Eb/QsGQ6kxEHwxh2BEbVHFXVL6bcR8oIFVWPkpN589eihGiFniLlk4sMY1b/Ay1w/iH3940O3JdcOJLps9bgOInz0X6/zu03jue0k49LuE9VKMr2PaV1f0tNQBIaobeTRGkgsSoBXFi3dg/JwogSa/7hS8D1N/4yCodm6Z2m0DWFM4f35dfXe8pz8z5awZoZG6ku9EMD/rRipccyKSmvZn9ZNYX5LZeqPdJ4f8V6IpaNSJeBKb10kqFrnDw4fbbL/zKcyLv4hUNVGk9vmYFJKF9TAU915K0axktyuLIay97colTR4YIT/RBIbfIt7c1ItwJxiNz4b3SqpHvXAm65/tSEVYt+Q+P0k49j3Nj4mtK1iFl249yuELh6kgJBKWtod94edaQOFVKGSBlnjziHCKjxkkxgBqypdMjP5ieXj68/j4hJmzXlqGEbGjBt0p0/K4rSMjPjrxERq8GaQToHCC+19ufvTT4iLjxHA6SMIIQgV0k+f9NQyc287sgMKg6kTK/WANS0AvxXgeQiXw2htmDfxPhGz7gBplwwgg7tc3ni6Tns3luOpqm4jktGhsHVl43mgolDUj7652QGmlEKpabgCIliNafkKab3ulSA2qd1hWZpDQleugNQ7Jq8tRpnIi3xFhabpOwVF/SwxPYJz0wBb3HKb+icP3YA37lgDJmBeoOCwi4FKJak7YzdVA7II9I9G5DIOuZ3cjiuS0F2Rsr9jgb0aJPPhn0lXn4/3s2wCVRF4a5LxzGgZ4cW9VMVi1FUUYWuKnTLy0VVDn/Ql1Iine0gIwi1A0JJbdCcDhStO46zBZ9QyFc0qlwHi8ZpugAKmUoATfv6nkJ0rSeWvYnUQlommtrpyAyqCRS1M65dmnpHQBwGXfRvfOAGL9c9dlRvdhWVcaC0mswMg57d26adqxWAEpM4TU10VeE5rbu10VkiLKg8TqtzVjdKHYzKJtxpAbFcBTOr8UWuh1wMoaGGG6dLBKBXWlg5erMycuGCHpVIAbqhcumEodx80Vj8cTjXxw/rTnZukOjuGLnLS8lZWYaV68PKNYj0yAMtedDp1DbnoLS/vw5cNWYIn27YSsS1SFElD0Cm3+Di0elXQO4oK+cvc77g4w2b0BUVV0p8msq1I4Zy80kjMFJUPaYDKR2s0LPYoceQsgLvrm6iGqfgy7obRT+0Uns940YccwHIELpQyFcVHClxaoK3hkAIBdU45bDdLA4GOZk3E4nNRcrkBW8BYyyq+vUwf/TMm4hV/BSSjlFFC0yuoTIeGo6NZ8IadO6Yx+CBXejVo12LFtgqKiMYMRLf8BWPmSAQXjGPIrAzFOxMBbVJ/lgqUN1R84K2Ihr9WJkKoc46ZpbWrCtfhV1T7Rl/EKoQ5AeD3Dh5dNygDd5s/JZfXIQR8Kb5wpX4SmMEt1Sihq2kFaQS2HGggut//xLhaGoluq8bQ7t2ZEDHdp4RhEg+V/PrGj+YeHLaKZJ1+4u54MnneW/tBmK2Q7VpErYsyiNR/jXvSy5/7uW0FAmTQUqHWNlNWFW/R7p7QUZAVgMmTmwmkZILcWKHVs2o+MaiaH2A+kCiCoFPKOhCqblG/OhZPzqkfg4VfmMMPr0fDcfZFEIEyM+558gNqglU/zkIpZCkc2HhR8+8/bD0d0wF7oOFrqvguF55vCubl3K7EuGAr8JBKGA0dI1pcoOIFKherjvezFUIL7D3MBAZusfBVr39FEeSXWx6M+wmASbo12nfJpt/PXgZwTii/A0xduIQbv3lFHyGhq+G9iaAvKX70WuCd8Ozqy1ZkSpYjsv2vWU8/NLspH0cDRBC8M9rJnNCl/YYAQ2U+nOphaYo+DSV284cxZRRJ6TVruO63DjtDapNM27lbNS22VBSwu9mzjmk8VuhJ3Fi84B4OVsJRIiW3YR003cRagohBP78Z1H0/iCCNJ5iBEFk4M//D6re/6D7OBwQQtChzfMYvkGIJuMUBBEig8KCpzF86X2GX80YfQQKXkaoPUA0SSeKIIgc/PkvomhdD09/3+TKycOJq27+Nzt3lyHxqgsdw+M9C9crsFEsia4qnHFGf3L75zFn3VZs1yWnQrBj6T5M08ZVobpTatU8FcHd553CqL5deOuVL1m3ejeKIhhxUi/OvmAoK7fu5e1ZKymvitA2L5OLzhzMmGE9G+VXXddlydyNzHhrCVVlYQq75HHOpaPoPcDLAZYVV/L+c5+z8JNV2LZL74Gd6XF6Xx76YB5mzK6LcFLQLD9v6BofPXwLWcHkBr9SStZu2svbn6xg/4Eq8nKCnDNuAMNPSG6yezghpWTpjiL++8UyNuwppiocQxMKeRkBxvbtzmVjBtMhN32WzMyNW/jh2+8TSqXcp2nM/963CfpazgmX0iW8fyS4JSn2DKJn34svgXhU+v1JXHMBVvgpXHs7QgRRA5PRAxchlCNXIZoKUkqi5gIqq57AsrcilCCZgYvIypiCohwdTCcpXRzzM+zQM7hOEUJkoQUvRQuc12IefLLKydbAnSY+mL6Svzz6SVJ9bsOn8cTfr6Vr5/o8W3UoxsVXPUo0ZmFmCKIFqd1hBHDdhJHcecHJBzXW3dtKuPf6J6gsCxENe2kNRRHoPo0+J3TmF49dS0ZWc2rX//33E16bk7rIJsPv4xfXT2D80N4J96moinD3/73O5h0lxEy7Tq8h4NcpyM3gLw9cQod2/3tyoT965wPeWrUu5X6ZPh+PTJ7Eqb26t7gP11pP5MCFKZFUfmsAACAASURBVPKlHhR9OIE2r7e4j1Yc/Wg1Cz4MmHDGQEYMS6IUZ2jcct2pjYI2QGaGwQP3nOdREtNc2JNw0Hnk0uIqfnjpPyguKq8L2uBpbcSiFuuW7+Cea/6NE0fprzqSXp/ezCfxDcy0bG5/4CXWb9lHNGY1EtmJRC2K9ldwy70vUFH19VC3DgXVsfQ/l7CVmtcbDx79Lb1LM32qXCu+SWgN3GlCUQS/vPcCrrl8DNlZfoIBHxlBA59fo13HHL5/+7eYMrn+5iilZP++CnbvOMCwQV15+FeX0LUwNy1OsaFrdGl7cKv4r/3nU8KhaEJFMtt02LW1mPkz1zbb1q0wD70hs0RKr0Teac4V75Cf2ERi1rwN7N1fmVC/23Ul1aEor76/FCklxQeq2LmnjFCaN450caAyxPZ9ZVSGDo03K6Vkb2kVO/aX0yU7Gz0Nyp8rJZ1yDu7xXagdIQ0rMhAoWveD6qMV/9s4JuiAhwuqqnDlpScx9eITee/TVbz66Qo2FZVgaia/fnkGz3+2lBvOHUVoWwUvP/s55eVhVEXBcVxOHt+Ph++azJWPTKM6xWxaSsnEE1tO9XJshw+mLcS2kvPfomGT1/4zh7Hfauzsc/7YATz94ZfgSrSwi9pwmAJsv8DxCzIDBkN6d0zY/gtvfUkkSUoJwLQcXnz7Sz6as5ri0mpUVcF2XMYM68lNU8fQs4nkQEswe9lm/vXOPLbuKUVXFSzbYVjfznz7/NEM6pV43E1hOy6vzlnB09O/pDwURVUEtuOi+V3sLJBJrp78YJCB7ZMr8yWCohai6INxrYXJdxQB9OB1B9VHK/630Rq4DwIzF2/gDy/PrvNprJ1ZbthZzH3/fBej1MbY13iWN/vjVcybs56pt43m+XkrEno8+n0ak0cPIC+z5eXFVRUR7DTMbQF2b2sud9uhIJux/brxxZyNzYtWpFepqVvwnWvHJF1c3L2vPK0xRGIWu2tNlGvGPWfhJhYs28pD91zE8BNavgL/99fn8uLMpXXvr1WTElqwdgfLNxXxs2vO4uxRx6dsx3Ic7vzHmyzbUtTss1KrIRiCSDtw45B4/JrGPeNPOaQFWF/2PUQPXEFC0SJ8KNpxKL70XYRa8c1Ba6qkhSgqqeCXT36cMPA6QDhXxcpsXOboupJI2GTWvxdyzRnDMXS1EW9YVQR+n8aZQ/vwo0tOO6ixabqKm6bBrao1V06UUrJ93f5mjjq1EIAqBWtX7U7e9iGUjEspicZsfvL7N6gOpeGB1gBfrN7WKGg3RdSy+eWz09lVnPrG8sQHC1m2uXnQroWQEChufAEZqoqhqfz0jHFMOP7Q9DJU33CMvL8BAaAJG0FkoOj98Oc/8z8h+NWKw4/WGXcLMe2Tpam9IxVBpK0Pvbrx4ptUoAqH5R9vZHynLkSCgh3lFUgJA7oXctX4YRzXpV3d/hWRKK8vX82yXXtQFYWTe3VjYv/j8OvxP7bM7ADtO+eze1tyGpmiCkae2lxUa+nqnZRVJF/schyXD+es4fZrTyMjEJ8zPnJQN2bP33hIzh9SSt6fvYpLJzW3IkuEJ99bkDDQ1sJxXabNXMZdU09LuI/lOLw4aylR0/KkCGqalErNDLsmWAY0jX55bTgg/p+9846Tsjr7/vecu0zdvssuvXekCCgWsLcYNXZNMc3ExGj6mzwxT543vbc3T55ojHmixiQaWyxRE7uoqICAgiB92QW292l3O+8fs7uw7LRFQMD7+/nMR5k5c+4zOzPXnPu6r+v3S2FoktMnTeBD8+dSU3RgSuj04Nlo1S9jx+/GSTwCKoHUx2NEPok0T8obtGP2NnZ23U/cqcWQpQyPnk9Z8Hg/2B8F+IF7iDz52saCTHPdsESJ9M5MAU5Exwumd7nrtzTClkbCIZNAQOdH376U6VMGamTc9vJyfvP8MoQQ/V14z27ayveeeJafXXQuZ07LXIp3xXWn8rvvPkQqkT3HrBs6H/jY4FLDZ15+O2e5Y//zNcnKN2tZclzmXeUHL1zIspVb8wbRXCRTDk88/1bBgTtlO7yxdXfecY7r8e8VG3MG7nXbG3GSDkZvb8veCo+aBa6p8My01Vk1Yf523dUFrXF/ELIcM3o9ZvT6gp/jegnebP4qrYmXUMpFkX4fGmOPYWoVzKu5lYgx7iCt2OdQ4KdKhkiuMrgBqPQODcCJ6niBXmu0vXY78YRFe0ecL/3H3WzfsWeX/KdXVvLbF14h5bgDWqfjlk3csvnKg4/zwubtGQ975sXzmXP8RALBzI0fgaDB1Z89nfFTB4spdcWS2TrqB+ApNdh8eS9mTB7OZe87Nr9Deh4SQyiJTKRsZIECT/new1Ub6nG70i5HA02Ye9NFFsjepRVaQnmoUMpjVeNnaE28hKdS/UEbwFVxEk49y3ddTdJpehdX6fNO8QP3EKksLVwdT7jgaSIdtHPUcCdTNr+77TkgXSf862dfJpFD6yLpOHz7saczpiKklPzX767hsmtPIVwUJBwNEI4GCYZNqoaXcOP3Luaqz56eYVYYXVOGnkdoCtLBa1hF7lK3z354CV/8+OlUlkUI9ZrshkMm0XAAWeCpek1V4Q060Wwu7hmoLMn+HiqlePDJNTmf3x+8gdE51tiTstjd1U3MOnTBvS25jK7UWjyV7fqAwvF62N7x+0O2Jp8Dj58qGSJXnTmPX9/9AolcuzalMDvTOzYnmN8+TSl4fU0tbe0xntq2taAcZHs8wev1u5g/erCMpaZrfPjzZ3HVZ0/nrVW1xLuTlFUVMeWYUTnnPv/0Wfz14eV5jx0KmsyZPirvuAvOnM35px/D+s0NtHXGKIoEmDV1JF/+3n2sXLsjzzEMLn/fvLzH6EPXJOceP51HX16Hu6+WzN7zmgZXn5F93re2NtDZU1jdt+4KLl8yZ9D9r9bW8d8vvsLK+l3oUuJ4HovGjubGkxdx7KjCyxH3h9rO23HzNOUoHHb1PMiUiq8jD4BSnc+hx99xD5HzTphBNGzmDq4eBJvTuyyly4JMfU1Dp35XO281NA0wAch+CMWW5tz6v7qhMfu4CSw6YwZTZ4/O+4MworqUkxdOIpBFXRDS5hPXfXBxwfKuUgpmThnO4oWTmDtjNLomue6Di3MeQ9ckNVXFHD93fEHH6OPj5y5E17MHbSE8gkHF+47PXiO/bWdbQU1SAigPhZgxZmCt9p9XrOLav/+DV3fU43geScfB8Txe3FbLR/92P/e/sa7AV7N/9FibChqngJSbTwvF53DFD9xDJBQw+MM3rqKqNDLIVDZo6gR0jbJdFsG+BHeBlRUKha5JTK0wg2OJOCii/d+68TzmzRxNMGAM+L3RNYlp6nzsshM4//RZ2ScogJlThvOdL76fgKlj7mPoHAoajBpeyn9/+4ohlxUa0U1cevkLmKaNrg9MNRmGTSSS5PKr/4nSBru496FrsmBLoJNnDfxhWbOrgZ8++yJJJ0s5ouPw7X89w6bmgxcwhSj0JNpD+CfcRyz+O7cfjKwq4cEff4KnV2zi70+voqUjRiRkcuHiWVxw8kyS3RaP3L+cF59ZT0siRTfuICXYfVGeYuL4Kk7SU9y3em1e9TlXeRw3Nn+6YqiYhs7Pb7qENet3cvcjy9m0vRlNkyyaO44rzp/PqOHv3L0DYPFxk7jvd5/ioSff4MkX15NM2QwfVsJV71/ACfMn7Jd92Nr2PzF85C4+9ZmHWbd2HGvfnEgqZRCJJDj22E1MnlqHqWts7LyPeZU3Zpxj7tSR+cs9SUvpnjxvoCvMra8sJ5UlaPdhuQ6/fulf/Paiq4dsauvZG7ATD6DcJoRWgxG6BGkMtN2rCJ3Mzu77gcHrECgqpEuJdNGERCafRIU/gJBHhquRzx58dcCDTGdXgsuuuRkrR2mcYWhceN4cPv+ZM/GUYvGvbqUllj1PKYVg/ugR3PXRKw7Gko9IXC/F37eehsrntA2EtEouHv/PrI/f8OP7eH19Xc5ceWlRiMd+e13/WY9Sipk//Q12AQ1Qhu5w3YVvcPmYbzEilNvvFEB57STbrsWz15I2pHVJ+9gZSPNYgmW39JvPxqytvLLrkkEXJ8ukw2Qjnb7T+88owiAUZtF/YkQ+nHcdPocWXx3wXaSkOMRXbzwnq2GxYWjUDCvm2msWA+mg/NsrLiCUpclGCkFxMMBPLjr3oK35SMRRSUSBH2cnj1nrtz51DkWRYNY8ftDU+fHnLxiof65UQUEbwHUlPU47d22/iabk9pxjlUqQaLkEz15Duv2974fJBZJ41nISrVegegN12BhPt5qMq/asvUS6TDEsdLF30AaIg0pgdX0fO/bXgtbuc3jgB+4hEktadMQSuAV+SQHOOWMm3/nGRYwcXkowaBAOmYTDJqapc/qSadzy62sI72VKMG9Uejd9zIhqArpO1DSJmiampnHyhLE8cO2HGFmaXZ3vvYghIwVdBAYIauU5H6+uKOLO73+YE2aPwzQ0IiGTSMgkYOpMGzeM3910OfOmDUxTaVISDRRWoREw02kw20vw790346nBZwlKKTyvAyt2J56zk/ROOxM2yt2Bk3gYgNr4m2xMKLZblViehqtgom6h5fzTJLC6v3dA3Md9Dg1+qqQAPE/xyKr1/PHZ5dS2tCOFJKBrXHHCbD66ZD4V0XBB8yil2Li5kZ27OwiYGrNnjaYomtsVY2tLGxubWpBCMGfkcKqLDx9HksONZY3fZXv3EznTJZoIMq/iBqaUXl7QnC0dPazdvBvXVUwYVcH4kdnNaH/41PPc9fpq7Bw5ck26zJ2yhcXTN6D1uhgbMsj00guYU341IRkgEfsTidhtKK8TsPuNe3Vk1sogoU0mPOwp7qn9Npt7VtJn1DbRaOfc6C4Mked7LsKYxd/HCF+ae5zPIcN3wHkHuJ7HF+54hFc37xjUFGNokmgwwF9uuIoxFe+eC7ZPmi6rlsfrrsHNunMUBGQpF467D+MgWHLt7urmvD/ckfPCsmnYfPKsJ4kEBzblSHQMGeSUSAdRdgODG2jS1r1aluBtEBm+md+8/TG6nT1VK7MDrSwO784fuAE98kkCxf+Vd5zPocHPcb8DbnnqVV7JELQhbZ7bGU/y6T88gJevbMTnoFNsjuWU4b9AFyE0MdAPUxMhAlopZ436/UEJ2gDDi4v401WXEg2YGNrAXbemuQQMiytPfnFQ0AbwcEh5PbzQQ9auRwVYZNvNp7/Kcp9KFa/Q2kbALzI7cjji36m2pi6eeXgVDXVtFJWGOOmcY5g0Y3A34f5gOy5/fvH1AXoh++IpRVtPnKXrtxJrTrBhSyO6lMybNTpt4PsOJE59hk5NeAEXjnuQLZ0PsaX7URwvRlArZ0rJ5YwrOgddFq5z7iqP19vXsrZzI65ymRAdw0kV8wlo2XPZ80YO57nPfpJfLbuHR9fVk7I1gqbN1LH1LBi3hZCZu8zTUYLdThhTunR7OgIoljadVpjXekbT7ZqMMOKcXlJHhbHnzEKa6W7QcZG5vNHxdH+6aKddWBoPEUYzTyhsrM+7zhGbKrEth9/81wM8/+ia/n8LKTBNnVETqvj2LR+jsuadmdG+trmOG+94mFgen0GjyyPanrYc6xNfCgdNDEPje1++YL8MAXzeXdZ1buTnb9+G5dkkvfQOOCgDKBQfHXcJ59Qsyfn8pBvj/739EZxeCzIdl2ItXpCeSkBYVOgxPCQ9jskjTbNptaO4SqCQGMIBBIuL6rhxxEoMGSJQejN68FSak7X879Yv9R8X4KrizQzTErmPLasID3ttyLXlPgePoy5VopTiB5+/i6WPvYFtOdi9NdKq1xB3+9sNfOHS/6azLb9Ldi66k6m8hQpGl0eoVeG5AxXz4kmLzu4EX/vxA6x+q/4drcPn0LKhaws/WP87upye/qANkPRSpDyLO7Y/wL8aXsg5R1CLcP6IG9F7UzaigBxzHx4SD0nS1bl790KarSIcpaF6v6620rGVxkvdo/hB3clI82y0wCkAVAXHsqjiYoy9UkVP9IzGVjJHE1iIYNnNftA+gjgi36k3l29jzStbSGWRFnVdj66OOPf2Ku7tL1XFkdy5a08RalXk+k4mUw4/ueVfBR+zzynHz5m/e9y85S+kvOxnWSnP4vbt95Nwc5fPzSo9jUtGf50SYxiaCBaYbVb91SYrO8eScA28LF/TlNJZm6hhPZ8bcMHylOqPcGbNtYS0YkwZIqZKuK/nGBqcKK7SQER6byGEPp1gxd1o5sKCVnewUUqhVAJVkFnye5cjMsf9wB9fIJVHB9mxXR6/+1U+9qVz0Y3C9D/25ZjRNUSDAeJZqgSMWGHBtam1m/WbG5g+qSbrmC2bG/nbX5ex9IUNKJUuSV68ZBpXf+hEJk4clvV5PgeWbbE6mlO5xbsABIKlzSs4u2awIcXeTC46jknRhdTH1vDc7q8T93IHewGEpYWnBGu6R+KS+7Ob8hR/r3ueY8sHdmAeW34ec8vOpjb2Jl12CwEtxJjIPAzVgmevRCmFZsxAGvn9Nw8FyuvCjt2JHf9f8DoAhdCnYEY/ixa80D8b2Icj8q+x+a2dBWk3uY5He2v3fh9HCMHnzzkxq1WYlsy9296bLbWDzXn7ePaZt7jxc3fw/HPrcRwP1/VwHI/nn1vPjdffzvPPrd+f5fvsB9tjuf00+0h5Fpt7agubVMWpTHyTBYGG/t10loFouBjCJZ5jpz3wGbCpO/OapdAYH53LnLIzmVZ8EgEtjNTHoIcuxghfctgEbc9tJNF8DnbPb8BrJd0V6qGcDaQ6v0Gq/VMotf9uSkcjR2TgLtTpRCk1qDxqqHxg4Uw+ceoCgoaOts/VHT2D4W4mBAKR5crQ9u3N/Ownj5JKOYPSI56nSKUcfvKjR9hR60twHgqkEIgCkxpagZ+tVOdX8ZxNjDE6mB3oQMNDMPC9Fr0pknI93m+UVGiy7J1+xt9NlFIk2z6K8prIVLuOiuOmXsLq/uUhX9vhTEHvuBCiWgixdJ/7HhFCzD04y8rN7EUTkAWU2YWjQcqq9r9mN2U5/Pu5t9B221w+ZgonjRhFeSRIcSjAMaNruPrMeYSyWITtjasUx0zNLKD/97tfwXFyt887jsu99762X6/BZ2hMLZqAm6EFfV+CMsCskvwCUZ7biJt8ir6gNDPQxXmR3UwweggKFxOXcpliltlOqRZD9p7ChaVFUObfZUoE40Iuz9d/lOfrP8ralt/i5EnHHE549iqUu51MaoZ7SODEb/db8vcib45bCFEG3AFE9rrvQ8AWpdTqg7i2rFzyscUsffxNrBytxWZA5+KPnVzw7nxfHnpiNb/703MAJJLptuNg0KCmOMT3vn4RUyfV4Lgejz/ep9iWGSFg8tgqxozIrI/x/HMb8sqIuq7i2aff4itffd9+vRafwqkJVjExOpa3u7eicux5NSE5vjz/vsVNPsG++6NSzeaEUCuwRxc85UqavD3lq0LAccXbeKljEpbK/jWVwmFm6F+krE4AdlrLqe+6mdElNzKz4jN51/du4yQehKw2a3sjcFOvoAdPPdhLOiIoJKq5wJVAF4AQohz4BdAuhDgt0xOEEJ8WQqwQQqxobs6e291fJkwfwfuvXkQglHm3a/TWcl/00dwXjrJx/6Ov89v/fZZE0u4v8VOkA3hDUxef/+bdbNnehK7JfkOATAgB4ZDJN284L+PjSimSOUx396bQcT7vnM9N+gghLZg1ZWJKgy9O+QS6LMCWzusE8ldIGNIjqDT6EiQmLtdUvslIs6u3bjvDOoTDrOhOKgJpCWAhQAqFJjzqO3/DutZb8h733UZ5rZAz798/ElTnwV7OEUPewK2U6lJqwF/sS8C9wO+Ba4QQF2Z4zq1KqQVKqQVVVVUHbrV7ce1/nM9HvnA24aIgoUgAM2gQCpsYps7J5x7DL/52fVan81z0xFLcfMfzpFLZT90SSZtf3PwkAMfPHcfPbrqEEdUlBAMGgYBOMKCnleQm1vCHH32YsSMz77aFEEQigYyP7UskWtg4n4G4qnAVx77xI0LD+MnsrzMpOhZTGgSkSaD3v9WBCr4x7bMcWzazoPmEVgUi/3tnK424W4SmXAQeo/UYIenynbFPc0JRHYZwCQobUziEhE1YWlxasZZzKjbgIXD3+SpLoajr/C1ujrLGA4lSCm+If2sAoY2APJUz/WNl5ZDnP1rZn3LAecBXlVINQoi/A2cBDx/YZeVHCMGln1jChR8+kZUvbqS1sYtQJMCCxVMoLtt/R48nnl1bkAv5xq1N1O9uZ9TwMubPGsPff3st6zbtZkttM1JKZk8bwdgcSnJ9nHPubB5+aGXOPLeua5z3vsGmtD6Z2dpTx4M7/81rbWtwlENQBjh92AlcMOIMhgUHvycNyRYe2fkUzzW/StJLYQid48rncN3EqzGlyfquzXhKMTYyginR8QWZOfehB8/D6vy/eccZUjK87Gu82vwbNifK+UbNUqSAoHC5YcSrfMxdxaqe4SQ8g3I9ztxoAxKPRjfINqcIGw19n52rwOPt9tuZUfHpgtc7FDzl8kbHMp5vfpCG5A4UUGZWcUrlRcwvPxVD5v/BMkKX48T+DHkNMAykefyBWPZRwf4E7s3ABGADsAAosCbq4GCYOotOn3HA5ntjXT3JVP60hK5JNm9t6rfyEkIwa8oIZk0Zmov3ZZcfx2OPrc4ZuA1DcvElGTtfffbh6caXuW3bPTieg9ebdkh6Kf7VsJRnmpZx0/TrmVkyuX/82s6N/Gj9zdieg9sbPGzlsKz1dZa3v8GnJlzFmdUn7fd6hCxFD1+OE78fSGQZFSRhfoC7d7xAhz2G4UZ77w56z2ciqlksLhn8VSvqvYCpMqR1BIq21Ov7vfZcuMrh9m0/oja+AWuv7tJ2q4l/7r6TZa1P8JlJ3yek5d5ESWMq0jwWz1pB9pRSCCN64xD8NI9+9ufK3U+BG4QQLwFLgP89sEt6dxnKxcxsJX5DobqmhB/88ApCIQNjn0Yhw9AIhQx++OMrqa5+Z7or7wU2dm/jtm33YHl2f9Duw8Ul6aX44frf0WF1AdBudfKj9TeT9FL9QbsPD4Xl2fxh692F12tnwSz+NlrgRBAZBJ9EGGGewK92hWmz2nGUQql3/rnqn35I6oCF8+iuO9geWz8gaPdhqxQtVgN/qf1FQXMFy36P1CcD+/59BIgQevgKjMgn3/mijyIKjlJKqVN7/7tLKfU+pdRJSqmzlFL73+FyGDJ/zpiCSvwcx2Vajk7IoTB33lhu//NnuPKqRZSXRwgEdCoqolx59SLuuOuzzJ7ji1QVwv31T2B7+U2W/934IgBPNLyQt/TP9hweqH/iHa1LCINA2W0ESv8HaSzCJYylgjTY01jvfYNa/SYak814vTvsRieKLKCK2/Fgm11Ejxsg5gZIegZCeZg4mDgYwqUyNP8drT0TKTfBiransXO0pbvKZntsPS2p3UBvK3vqZVTPzelbaimqNycuZDHByn8QKP0JQp+Z/oETRWiBMwmW/5lAyXeHlJ56L+Cfe+zDmUum89+3PZNzjBCCY6aPpLrqwNmHVVYW8fFPnsLHP3nKAZvzvYTtOazqeCtvuLOVzTNNL3PF6PfxTNMy7DwdeQrFiva1uMpFE/snnQAghOTtxHS+uHwxTcl5WJ6DUoqQvpsRJbdSGt6zc7WVxorYSI6P1qFnac2ttyOsSg7DQfSnSXq8AAYuY40WwjL9A9bZ/Qvq6GRU6ZcOWNv4hu6V6aafPH9sT3ms7niRM8rGojq+Aqob+mqxRSh9K/kpInAyQpjooQvRQ4NqHXwycOS2XB0kQkGTr91wbo4SP0EkbPLV688+xCvzyUXSTRacFog56fK5hJst5zwQASTdQmqNs7O+o4EPPX8HtbF2Eq6NqxQeEHMsVIbc7j+7ptDtBnAypE3qrCgrktXY9CkGCtIZbYmFwRa7moQy0t2XKklD9x/Z3nbgnG3iTndB1ToeLj2pt1Ft14LXCCpOOm/vgYqB14Jqvx6VWppvKp998AN3Bs5cMp3//PL5lJWGCQXTuWfT0AiYOlMmDuP3P/8II3svSvocHoS0UM6Gmb2J6ukLZhGtQJMBIKi9s3LMb654lLiTOY1judogydW4Z/KLxpPYkirHVhLLk9hKkPQkr6eG5dQx8RDU2XuqZzyVoCV2P3HrwGjeRPSSgs4+JBpFzkuk3emzkUR1fq0/beJTGH6qJAunnDCFxcdPZsWa7dTWt6FJwbxjxjB+jF9LejiiS42FZbN5tW11zgBuCoOzq9ONWWdWn8QD9f/CUja6cKkJdDIi0IkhXDwEbXaYXclyjik9cchpkm67mdVtD7G28wmSbg/H1wgqw5WsbhlFhzXwB6MlFqUyEmNfxbIeL8DNzcdTrsWZFmwhokmmlYwDNpK7RVyQVDoJzyDUmzLxlM3urj8ysfLnedeulGJ7bDnLW+6hIbkBT3mUmDUsKL+c6SVnMK342IJqtqWAOcECGvBUEqylEPDThIXiB+4cSCk4bt54jps3/t1eik8BXDrqXF7vWIuV4wKlLnXO6C3vO7tmMQ/teoqQijG7qL636zAdPDUUFUaMciPOnOKhXRjbFV/HA3U34XoOXq8cgqnB1NJGJpU08+zOyWzp2iPVG7dNErZB2LQyutS0uWFejo3h3OrTseROXN7KuwYBJJRJqF+OwaU7tTLv85TyeGLXT9jSvQx7L22QDmsnzzXezOttD3LluF9wQsW5LGt9AjtLu7ouDCaHyiiXb+Y9JioO9lo/cA8BP1Xic9QwITqaGyZ9hIA00fb5aBtCJ6QF+a8ZN1JspIXHSowivjn9OmYX7UQXXn/Q7kMK0IRifeeDbO8pzH4v7rTzQN1N2F6iP2jvPZ8hPU4buYnKYM+Axza1VJFy9AwuNQpQBCScVPHOzA4K+fl5teWvbO5+eUDQ7sNRKTqsnTxc923OHf5BphbNw8zQZGOKADXBsVxZ7TeNHSwOiUYbLwAAIABJREFUyx13LJ7ihZVbaG3vIRoJsmT+RMpL978b0ue9w0mVCxgXGc2ju57mxZaVpDyLqB7mrOqTObdmCWXmwHp4z6slpBk4OcoCHZViWfOdjIsuoMeJ81rrGrqcbqJ6hOPL51Bk7FGgfKPjMbw8JYaa8Di2cgf/rt/TOOZ4Ghsaq5k+rJGQafVXikgUpnQJCIMR4ZG4ag6bu57CVrkvrCogLPbeDWtEA7kDv6tsVrbdh5ND9MnDoTG5ibbUDj409its6F7J800PUZ/YjEJRFRjJqVUf4JjSE5D2KlTchHxa2iIExjG5x/gM4LAK3K7n8bu/LuX+J1cjpcC2XXRd8qs7nmHx/IncdN05hIPZHbZ9fABGhqq5buIHuW7iB/OOfaP9UZwC5EIbk1v4n823s7R5FZqQ2J6DLjVu23oPJ1cu4NMTr8aUBmvbH8fNY7slBYwrbkPiDbjIqBCUBhJocp+dP5LjKo4jqIUYH13CUvJpUyuCwh4gCyuFwfDiT+R81o7YqjzzpnGVzVudT7Gk+lNML17A9OLMXb3KWACirLeaJAciDOb+CcK9VzlsUiVKKb7928d44MnVpCyHRNLGcT2SKQfLdlm6cguf/c49pCzfCcPnwJFw8yvOKQXreqpZ2vw6trL7Oy1TnoWtHF5qXcl31/0Gx3NJeT1550tPCrrcszOXwmNKRVPGoB3Vo1w86nIAdBnglJqvoWUVrlJIFGOMPfZrUoSojFxO2MzteJNwOlEFWEspPHqc/MYeQghE6c+AYI5RQUTJz3xrsiFy2Py1Vq6r48XXt5LMEpgt26V2Vxv/ePqNQ7wyn6OZoJa/iarVjtBhm1mbdSzPZmusjhdblhOQBRp3CPCUTkQ3KTPDfGLqZMYUOwRkEIFEFzqGMBgfmcA3Z3yHEqO0/6kTi0/jjOHfIqiVYogwAg2BhkQQEC6TzXZC0kWKCFKEGF58HePKv5N3SSG9pKAORYEkomdWvBw01lyAKP8jyBG9Lf96+ibCIKsRZbcgAvuvBfNe5bBJldz16PK84k4py+Fv/1zBFefO81tgfQaxM76BZS33sy22Gk+5lBhVHF95CbNKTsGQmXd9s8vO57mG2owX4/rnTZbm9X9MeRb/2PkkV406h9da78mTLhEExFS+MPMMppQMY0nNxN70y2Ws7lhFS6oJXRgcUzqHmuDwjDOML1rM2OiJ1MeW05raghQaNaHZFGtROpNP46o4AW0kZeGz0WRh9eqjw3MLqoXXhMGMkrMKmhNAmAuh6lmwV4DV671izATzBP97vJ8cNoH7rc27CxrX0hEjnrSJhPxct88enm28g+WtD/fqZ6SDT6u1kyd3/4FlLfdxzfifEtUHN01NLT6VpU23YbvZA3ePW1jzTX2igZml17Oi7T7cHPFPFyaXj72BmtBA6zNDmiwsL1y6VAqNMdFFjIkuGnB/yPx4wXMMWJc0Obb8Ela2Zr9AKdGpCk6kKjhhSHMLIcBcmL75vGMOm1RJofi/zz778kb7U71BO8W+Ahq2StJpNfG37f+VMX9ryCCXj/kZARlFEwPFxZQCV+3RAimEiF7GB0Z/H0MEkfvsi9IpkABn1Hx+UNA+XFhU+WHGR4/HEIPPUHQRoMSs4aJR330XVuazN4fNjnvquGpWrNuRd1xJUYjwfjjb+BydKKV4vumurI0gkNbMaLd2Uxdfx5jIrEGPVwbH87GJf2R128Os6XiEhNOF6u2c3Jkso9DtQk2wCikko8LHcM3E21jV9gDrOv5FyouhiwCTixazoOJyKoP719CVdGNs7l5Owu0mrBczMbKAmP02XdYmhNAoD86l2Jy0X3P3IYXG+SO/ydaeZb2dkxsBj2KjhvnllzGj9KysaSefQ8dhE7g/dMFC1m3eTSJHnjtg6nzw/Qv8vJhPPw3JLSQKqOSwVYpV7f/KGLgBwnoZJw77KKZ+LL/ceBupPPKw+6ILwYUjTu3/d7ExjFOqP8Mp1Z9BKfWOPrOuZ/Nkw22s6XgSKTRc5VAkU6zXmzCkQCLThpMoiowJzB/2A4rMoaUy9kYIwcSiE5lYdCLAO16/z4HnsEmVHHfMWI6dMTqrKp+hawyvKubiM/xuLJ89xJyOdODKi6LLzq+bsa1nM1YWn0aRxdRW4BGWCdoSd+JkMBZ4J0HPUy737PguazqexFEWlpcgJLoYYezGkA5g45HCU0k8laLT2sALOz9Ct7Vtv495INfvc3A4bAK3lIIff/lCzjlper8SH6QDtmlozJ85mlu/c3VBJgc+7x1CWtEQVAFzKzoqpVjR/m8yCU1HZYJhZjcSD9kbwEXv/1cZ3Swo2UaPXc+b7fcN+TXkYn3Xi9TH1+P0VqkIFKPNNmQWnW5QOCrOquYDJ+Pqc/hx2KRKIG2K+41Pn81nrjqZp195m5b2GMWRIKceN5kRw3zrrqOZHifB47te4x87X6LD6iGomZxRPY9LRi2mJpS9Znh4aBK6MLGy+jmmMWWQOWW5S9i2xdZjyC5gcG33+FAr1YFObKXTkCrG8nRM6VBtdhHU0vXdrkrxZvu9zC2/ekgNJSk3xlsd/2Z1+0PE3HYMEWRq8anMK/8Ay5rvG1CqWKTteZ1KQaNdzNvxGtqctCREmR5jWrgBwUZ6rFqi5tiC1+Fz5HBYBe4+yorDXHb2vHd7GT6HiNpYI194/X9IulZ/bjnupniw/iUe3rmMm2Z8kCXDZmd8rhQaJ1VdyXONd2S9QCmQhLVSxkfm5lzHjvjbuMqmxEjQaQd7TQrSlBkxpICAcBgbass6h+XFSLjthPXBbvKZaEvV8ffaL2N7yf4SPJsEa9of4Y32f9LtDUxTRGQKTSg8Bcu6JtJglfQaC6fHNdnFtHZGqTFjHFO52g/cRymHTarE571J3Enyhdf/hy47NuiCoKNcUp7ND9/6Kxu767POsbD8AqYXn5ylhM0grJfwoXHfz7sLTnvSKCrNHkKanTWnnRtRcOrG9pLcW/sVEm7XoLppD6c3PZJ5rtU9Y3qDtsbAqheBi0aDFeWRBr/L+GjlsNxx+7x3eLJhJSnXzhnqLM/hz9ue5HuzMzeWCCF4/8gvMrXkRF5uvpedibcRpPPfC8ovYEH5+wnpRRmfG3PirO54i4SbIubo6CKATZIRwU56nABtdhjL0+lygwRkD/mu02nCIKSVknBsljZuptNOUG6GObl6EgEt/XXrsnbRkHiDuvhqHK+HtJ3X4ImFAKHUgDryhGeScFNsTVbl7OZ0kbzesZMeJ9bv+ONz9OAHbp93lX/sfIlkliqOPhSKV1rXk3JtAlrmi9NCCKYUHc+UouNRysNTLprMfiE75Vr8Yds9vNi8Al1KPKWQCCyviHJTUGIkKDJSFBkplAJHaShyV3RrwmBayUX8fO0z3L1tBVIIPKXQhMRDcdW4mUwqfpLW1AYEGo5KoqEICrCUkTEQ67jYe+2qO90QKVdDFLCrF0LjtbaVnD5sSd6xPkcWfuD2eVfpsApT09OEpNuJE9DyX6QWQqLlSItYns231v6SHfHd2MrGHiCfLWixojhKUhmI9c4HKQwSnklIZnapEWgEZCl/2hxkecsKku7gOvA7t6xgYpHLuSOt/p27EOmQHMAmlSF468LDURJPibT5L5Jmu6g3r50by7PosPKrH/ocefg5bp93lbBWWBeeo1zC79Cwt4/Hdj9HXSIdtDOhEHTYYTy1R5zJlCG61XCGh49DEwaaSGvlCCSaCFAVnEKR8VVWtNRnDNrp16CxtbuC7T2Dq2SEgICw2TenLQQEcLCVRKl0JYmFUdCO2xAGYb1wQ2SfIwd/x+3zrnLO8IX8pfbpnD6RADNLxhHWh95q7Xg2G7pe4tXWf9BpN6ELk7qEBwSAvVMpCikUunD70yEJdziLKycS1YOMiUxhevECNKETd9rY2PkUG3veYlNPI51OEjsW58WdD5PII0hlK52XmicSCdqUaAkiMsVwvZPRRtqk2FYatXY5byVq2JEqp9sNoJRACkWJFmdSqJGJ4QYeS83JG7oVLvNLfWeZoxF/x+3zrnLByEXIPFf8AtLgI+POHPLcPU47f9jyOR7b/VsakptJuF10Oy0U623MiDZQbvSlaRQB6WAIFyl60xcC2uw2Hm9cTZk5jVkli9BEep8jRYhnWt5kRUctTVYHKS+Jq2x67MIUK9tSEWJeAMvTOSm0nUlmKxFpYwqPiLSZbDTz/uJ1FMkkjtJx0QjLFGeWvsXEYDOVRoxRZlt/I1AmJB4VehevNX2RVAFmET5HFn7g9nlXKTOL+MExnyAoTWSGS38BaXDNuLNYUD51SPMq5fGX7TfRYTViewMlW6UAKRRjQu1EtSRmr8VXpt8Py7O5ddvtbOze3H/fH7f9kp2J7aS8/JZnmRcHQWFzftE6TOmi79MFaUiPoHS4puI1SrQ4hnA4r+xNTOFgiHSwXly8iRItjsZgf0uJS0RLMSe6nW6rlmd3fbEgZxufIwc/cPu86xxbPplbj/sy5wxfiCl1dKGhCcmCsin8eM61fHDcGUOec2vPKrrsZrwMga0PKRSlRhxB5qDdh+XZ3Ff/EAC7EjvY1rMRZx83HCEgqBUmTBUxLGYEGtBE7jpxTXicGN3GxGAjGt6Ai6KGdDm/fA3Tw7sISou0+KwiKC2mhhs4qWQzhvTwcOiyttGS9Gu6jyb8HLfPYcHocBVfm34lX5l2OQknRUAzMOT+fzxXtv0TK++OWBF3jby12QBvd2+m2+5mWcuzuFkszMaVtLGxfRieyr4f0oTL5LJmpgcbBu2090UXivnhHQS1BIbMFOQFY0NtjAm291eZaHiDXo+jkmzqfICqkC/QdrTg77h9Dis0IYkaoXcUtAE67aY8IxSmcHCUVtB8utDptLtptZrwsuSWR0Y7CenZOy4lHlHDYmS0k6AozPTaFC4hmbnO3UOkd9oiXTaoi8FBO40i5hTmMOVzZOAHbp+jkoCW27RXQ6VveXa9fbjKJaQFiWTpwATQpOK4mlpKA0mkSLfPQ6+KoPCoCMU4aeRWpFA4OXblA46LwM7y4yLytgTtwZT5TZF9jhz8VInPUUeXHacpOYkXmlLYniCgOYyLtDE81NkfqHXhIgRUGj3sTOU3Ax4WqKQiUM6C8pNZ0/Fq1guThuaxcPgOulImO7rL0FCEDJvR0Q6i5p6d8xarkmmBxozNPH14CjYkqtlqVTA9vGtQakWn78chd/DWRZgJxefnHONzZOEHbp+jitXtW/k/q27HVR4pL12el/IM1nXW8HbXMBZVbieip5C9u+EKMx24c6OYWpS2G5sSnUlUL8ayUlnFpJQCXVdUF8WoCXRhSHdQCuPN5AgmB5pzlvQ5SmNpzyQ63BDTwrvJ1JwTFhYxFSBX8NZlkJGRxXleo8+RhJ8q8TlqqIu18NVVfyLupgYpDbpKI+XpLGsZh+Pt+djrQjE51EQ6KGYKxAodj5XtL/NGx2qEEFw/6SbCWhSNwSkMpcBWGjHHBAQd1nCiekl/DXgfnV6YF2ITe9vZB89heZInOqezyy4l7gV4oXNqxrEhYREQ3iBjYgCBjiGjnD7it0jh79GOJvx302e/UUqxoauBnfF2gprBseVjCOsHpi29kGNv7qmjKdVOUJrMLJnIn7c/SypLu3kagetpdFmTqIruIOV1A6BLj7C0sDwdZ6+9jERh9NZZO8rl/vp7mF06l8pANf8x/ac80/goL7c+je3ZuMrFQxB3DJKegRABTqtawmWjzsOQgqXNj/BK6xM4ykahMIXJLruSp3s0ZgZ3M1zvQpHeSTU4UZbFxrM2MRKJQBM6be4YksbZjDHW0p54ASEkSrmUBudybOl1dDtdrGu/k267Dik0BJIJxeczo+wawnr1QX0vfA494mAX5i9YsECtWLHioB7D59DzXMMGfrbuCVpS3UiRbp1xPI8LR8/lKzPOIaQX1kW4P7zYvIo/bn2ILrsH2Ssm5XoeLSkdt4DP85hwFV+dNp6Xm2/HUSl2pUrodEKASOuBQMbablOafHP6dxgeGtF/n6tcYk43GhqOp4h7SQLSpMQsQhMDd+Secom7PUgkt26+npjb3v+Yhtff8t5X2qcU6CLC9VNuI6pH9nqtKRyvC11G0ORALRLL7cZVFgGtxN9lH+EIIVYqpRZkesx/Z32GzIM7XudHb/6TZAZ9kYfqVvFGex13nvwpglkkWN8JD+98ntu3PTwoFeIpcNUeJ5hctFndHFP2Pta0P0y33YTl7ZFN7VPry4QmNNqttgGBWxMaxcaeHHlJBtuzPqTQiOppdcOE2z3gMRfZu/49CAEucaJ6uD9oA2gygCarMh7D1LJXvfgcPfg5bp8h0Zrq4YdvPpoxaAOkPIdtPS3ctun5A37sxmQrf8oQtKHQorg0AWlgyhBXjfs1VcFJ6AW6mCulCBaoZpgPQxZ2RiKRCP9r6rMP/o7bZ0jcV7s875iU5/C37a9x3ZTTMGRhDS6F8OiupXgqcxWGEOkWcTdPQ41EEJYRLnjm/6GUYnb5qSwsi/NC6zM4GeY2hEOl0U2ZHkcT8HbHbRjiMurjUe6te4m6eAsBaXBmzRwuGnU8ZebA+nGlFKvaN3Nf3QvUxhsxhM7iqlmMiyxgU/dLOVvyQTCpaCGiwB8Wn/cOfuD2GRLPNmwg5eXv+nM9j209LUwpPnAXxl5rXYujsge6oO4Qs3OnS1ylWN/ZhlLpMfWJdp7arTFvmA4M7FAs17sZG2wjLfmavm9HbBnbel6jzYqysm1Kf+flndue4c5tz/KtmVdwWk3a2DjhpPiPNbexqaeehLtn7l11rUS1FAvK89Vfm5xYeVnOMT7vTfxzMJ8hYXu5doh7kELgFDi2UHIFbUir6gU0h0xlfX0mBElb7w/aAJ5SJF2HDW3VSHRk71eiWIszNtiGFGpQk4wmXMqMLk6tfLv/vpTnkPJsvrfu76xu3wbAt968nQ1dOwYEbQDbc2i3NTZ0DUOS+TqAIQKcMuzDjAxPy/mafd6b+IHbZ0hMKa7JKL+6L5bnMipcln+c6/Bacy3P797M5q7mnGPHhofnPXJIdygyHJS3J1grBa4nSDlab9AeGNiVgtakZFXTcCZF5qALg1GBDmSOdnhdKoYFeig3YgPuT3k2v9/0OBu761nbuQ0riyAVQF2iiLr4DMaGZ9NlR2hLldNlRxkRnMFlY/6TRZUX53m1Pu9V/FSJz5D4yIQTebphfVZ7LkjnkZcMm0KxGco6xnIdfr3uOf62dSWiNxw7ymNkuIRvzDmLJTWTBj3n4lGnsaZjY25zYQU9SZ2mjiKEUJi6TTScQtMUmnShN6dsuZKUreN5aT9HgASKh+p3UWaazAznTwdJ4TGlqJFX2iYMuH9t5w7u2Pokdp6UklKwocthRzxC0p1C30/Kuk6TiB5jfET5+W2fjPg7bp8hMaN0BCdWTSKQQ70vqBl8fnp2xxrLc7nmhbu4a8tyYo5Fj5Oix0mRdG22dLdww7J7+UftYP3oWSWTmF48HjOLe7tS4CpBc1cUT0kM3aW4KIWu73G16buZmkfYtHs7EQWm7lAeiaNrLhHdytGIvgcpoFhPDF4HHq+1rsXLYy7mepKUB+1WjIRrEXctEq5Fu9XD7zc/wY/fut83QPDJiB+4fYbMz+Zfzuk10wn0mh70EdZMys0I/3viJxgXrcz6/D++vYx1HbtJupl3pEnX4Vsr/0lzcqADvBCCb838FMeWTcOUBtpeH1+BxPEktc3l2K6OEB6lRYmsIk5CpNX8goaDQFEaTvQ33DiqkGRQGtvLXMWi8pgkeCoty5qNpGfzdOMalrVsKHAlPu8l/FSJz5AxpM5P5l9OXayN+2qXs7WnhYge4JwRM1k8bAp6jhJAV3ncvulVUnsFbYGiOtLFmOJ2TN3BcnUauiv425bX+PzM0wc8P6CZfGvmp6iPN/LE7pfZmWgmpAX429ub6Uyka6wNwyESzG8rJgQETWcv/WxFUHMwtGy61gOxPMm2+OAfKIEioDkkHANPCVJJg872CHZKRwhFuChJqChJvkrJhGvx5+3PcWLV9PyL8XlP4Qdun/1mdKScL804Z0jPqe1pG5AfDxspjh9RiyY8DK0vgFqUBJK8nbyDhuRUaoIjB80zKlzNtRPTF+9ead7IrWvq0TSPYDA9t2kUFnwFEDRcNKEYHurqNUKAJquIarMrp163pyQ74uX73KsIGxYBzSVmmTTsLCeVMHoviqYXZFs6Ha1FlA3rJlyUyrm+tR21KOXnun0G4qdKfA4ptuf2u7ob0mXRiO2YvbvcvdGlhyYs/t/Gb9Njd+WcM+nYSOkSDNr9OexC6U1x9wftPpf33VYpMTeAqwZP5imwPcnTzdP20fFO77QjRnod7Q2lvUF7YG25UhKUoL2piGQ8tyyAQuFmaTryee/iB26fQ8qIcEl/Lfio4nZ06eXMQ1teihdbnsw557TSkejGwODmeWnBqHwIQMftD9p7P7IpUU19sowmK0qLFSHu6khMTG0GTzXNpNWK9LrQKKTwKDJSlAaSCAHxhEl3T6A3aGdBCbpaIjnXV2ZGM6aeWlKNbOpeR21sM26e+nafow8/VeJzSCkygpw2fDJP7nybcSVtaDJ3dHWUzdKWf3Pu8EuzjglpJro+MHBbroau5d6pKgW2K6kMDc6HewribqA3OEN67yuYUTSBj42/kqdaf8EwvafXGDhtgbb3Tn9XU2l/mWHO12fr2JaGYQ4OvqbUuXzMyQPu29S9jod2/oWG5E40oaPwkELj1KrzOKvmokG63z5HJ/6O2+eQ86VZpxHSDUytMMPcHqcrZ1lcY7J7kBKhp9JVJrl23QJIWgGCujNgt+0p6LRDpDyd9KVGgSKd7nirexv/d92vOKv6pPQPhvTQ5cCg3ZYI0hPP7UqzZxEK1x78NZQIio0QHxh1fP99K9te5vdbfkpdYhu2skh6cVJekoQb46nGh7ll80/83fd7BD9w+xxyJhRVcseSj+ROI+yFJrScF+dCWeRjk7beH7z3DuAhzaRID/H92dcwMlQB+zjZ9DiB3lK9zMdMuCmWta7mohFnYQgdQ+w5vvICtMUjiAK/WRJJUNcHHCmkmYwMV/D7hZ+j2EjrbXfZHfxtx++xVebmI1tZbI9t5PmmJwo7sM8RjX9e5XPI2Nrdwp+3vMra9l0YUjK+dCw93nYyW4btYVrRnJyPjwqXUWKEMnRzCpK2gRQehuaiSxgbKWNhRQRDr2Nd95/53MypNCVP4NW2Z0G4eKrPVT33bjnuJIjq5Yw1TmFF61Ysz2JU1ECIEFK0YIRtnJQOedIlIc3k14s+zBMNK2lOdlIWiPL+EQtZUD5pwI/Vyy3PZPW47MNSFs82Pcqpw84boN+9O1HHC83/oj6+DU3qzCw5lhMqTiOq+87vRyp+4PY56LjK479ef4R/1q/FVV6/fGpdXDBnGGg5dqcCmFt6bM75hRB8ctJifrn+3xlb8T0lSTmSMSXtTCzZTrsDjp0etzuxHSEExYZOlyOyNtTsS9JL8av1D9DQVYTbG1B7LEh66aYfPeRAe24H9qCm85FZc1lYOYmFlYNb/PdmTcerOCqXLVvfuhK0Wk1UBWpwlctfa29hTcdruMrB661Xr49v51+77+eK0ddyXMWSgl6vz+GFnyrxOej8YM3jPLZzHSnPGaB53ZI02dpRTvYdtyIkUzzfdAsdVmPOY1wxbiEnVk3K6rozvqiLqaUtuMoeEABdHBxlE9QcQtJBDcGSwVNuf9AGSPZqk3gqXdESrkyAyG5CPK2iki8uPLGgY9kFBG1Ip17sXqOJe3bcxpqO17CV1R+003NZ2Mrm73V/ZF3n6wXN63N44Qdun4NKU7Kb+2tXZxWlcj2NiEyh40LvZUBQaLgU60miuoXtWbzccm/O40gh+eWCK/nCtDMZFiwipBlE9QCm1Dm+chxzKlrxyLwGpdKyrFK4JJ3CdtyeByk32wmrwPUkesAlMiyGHkxLzQrhIYSHlB7RUpv/XHIySTeHYNZeVAdG5B8EOMqh1CinzWphZftLWXPikA7gD9Tf6euhHIH4qRKfg8oD21fnfHx6WQMR3SaCjasEnhJIoQZ0LCpc3ux4lnNqrkPLIjAF6eD9oQkn8MHxi9geayXhWFSHimlMbeCeHc9m3PimXI2Ea/brhhQZKTqc8OCB+yKgM5Fd/RDSPwia4VFV08G04gaKpYUSitJQHCnhls1bWds+nBOHzeRL089mdGTfLsw9nDrsPDb2rMXysndaCgQziucS1iM8t+uxvDlxgC6ng/rENkaHJ+Qd63P44Adun4PKlu5mrBzyplFjTyDS9gnYA1HE3W6KZPbg1ocQgvF7iVyt72rImB+OOwZJz2DvPLQmIaql6HGzl/O5HrQnwoPMfQetWEGJmeCMERvRpTuo0WhMtJHKUBtP7/R4pXkLd5x0LZOzOAZNis5gVGgcO+JbcLJofBvS5PzhVwCwO1mPm0MLvA+BoCXV5AfuIww/VeJzUAnruU1xC2lSSY9z0Qs02N0XQ5r9zjZ92J4cFLT7CGguEc0CVK/sa98a0reOZIimnuig5+2NRBKQOktqtmQM2pBWJwxrNvMra4k5KW547a6saQshBNdN/DrjI1MwZaBfwxwgIIOEtDDXT7yJmtCo/vsKQSAwcpzF+Bye+Dtun4PKmSOm8Wj9m8SdzLnW2u4ywrrN1s5KUq5OxEgxtayZYaHuAU0t5YGRhLTcwTIbk4vmDkobJNzcwSqoOejCocMKE3eMdLOOo9OVjKDcEGAjhUfAcNIdmirdrZmy0007htT41pw5rO16Pad2iiYVI8KdmNKm00rwastWFlVNzLKmEDdM/ha1sS0sbf43zandBLQgC8pOZl7ZogHO8XNKF/JG52ukvNwqia5ymBj11QePNPzA7XNQOWnYRKJ6IGPgVgpWNI5FEx6O6v0oJhR13eUUmwnOGvM2Qd3BEAFOqrx8v9dErafGAAAWMUlEQVRQbg5jbGQa23rewsNFKXpNfvOY9UooMxNsbqwCwBAaS6qn8GpTHWg9BIx0l2JfYNZ6zRmSVpD3jTiGkLETIfKnKzwEw0Ld1MUMnmlYnzVw9zE2MpGxkc/mHDOjZB6GNHMGbl3ozCs7gZBWQE7f57DCT5X4HFSkENxywgeJ6OaAMKlUrxAUck/QBkDgKI2OVJgnaqcjCTKleBEzS059R+u4avTnierFaBRWNdK/mt6cuyE0qkPFfGfOB1gyYjgBwx2kRNinLBgKpDhn5CQsb7A7Tjb03uNkOzMZKprQuG7i17KmTHRhUGEO49JRHz0gx/M5tBQUuIUQ1UKIpfvcN0sIkVu2zccHmF5aw72nfprTaqZiSo0iPYBO7h2vhyRmB7Hts5gRvaZgd/lsuCrA+TVfY2LkOHRpFFyt7Xg6Ic3g0rHzuXvJZ4i7SV5t25BHOlZxy5bHqTRHoYvC8vI9jklA6kwoqipwZfkZE57Il6d+n5nFx6ILg6AME5QhAjLIyZVn8pWpPyDo77aPSPKmSoQQZcAdQGSv+wTwS8C/quFTEOOLKvifE66iPRVna3czH1/6VyB3GsFRkrs2N3LvttvQhc6V44/lczMWU2QUduENYEPnbn6z4SlWtG6mOJDA1JNIKikPJAhods4ArAuDJdVnc/P8DxDqvch6d+0LBdU9NyTaiRjvL6gkz/E0mpNRTAkXjppb8GsrhJrgSD498f/QY3fRbDUg0RgRGj0gH+5z5FHIjtsFrgT2VrP/OPDsQVmRz1FNWSDMhKIqvIKbPgQp1yPmWNy1ZTkXP3UbHVZhKYhXW7ZyzUu38UrzBsrDHZh6WitbCUG7FcQju2a3QBDRI1w6+oL+oA2wpacBuwAFPk1I2lI288rOwRCBrOMcT7CqdSRBaXLJmGOpDBYV9NqGStQoZnxkCmMjE/2gfRSQN3ArpbqUUp19/xZCVAAfBn6e7TlCiE8LIVYIIVY0NzcfmJX6HDUENH2/XF0sz2V3vItvLH8479iYk+ILr/2VpGtTEYkh99HL9pC0JCN4Sgwo+YN0KV25WcHXp/0nIW1gk01wCKVzptQ4q+ZTzChZ0psy2bMAxxM4nuCN1tE0JYZx7shZfH3W+wqe2+e9zf5UlfwY+IZSys4mtamUuhW49f+3d+fRTV13Ase/972nJ8m7McbGZjEQs4OTmLImQAgEmCwtmaRJmwxNpjNtZjINKe10S5e0p2eazqQ5s7SZNmkma/c9TSbL0JCtgQBlCwQKhN1gjDHeZUlP784fEsbyIgm8Re7vcw7nWIuffu9c68fVT/fdH8CsWbPkeloRJ8OymZBdyL7Gmgv+3bCO8Map96gJNDHCf3522uIEefnkVjbU/hlHR2gON5PtrSPPdLDNCK42uuxD4miT6rZsfKZDlhVmbGYhBXYBi0YsYUZuBabq+kXmwhHT+GPtHgJJLlUP6wgz88owlMl1pWuYO/xGNp95lqMtezgbClDTlkttYDQV+RP4t8p5fVrbFkPfxSTuRUB5LGlfqpT6ptb6y30blhjq7pq8gPv+9ByBHvYwScRUBm+eOsiNZdHtXtdV7+Bbu38BKNrccwlVAxaZpoupHCwjugww5Hb+UlTRFvGAzuSK4TdwTfG8hK+9cMQ0Htz7GwIJqiUeZbKkaCZZnvOz9eHe0awsufuCz1WI7lzwckCt9USt9WKt9WJguyRtcTGuHT2NJSUTe2yCkIirdfuyubdO7+Ffdv+CNjfcIWkDsUYILWGbVsduX7pnm9HNrDqL4Ka04ZPHsHig4mM9lkw8yqTIl8enJ91wweclRKpSTtyxRJ30PjF0BCMhqgI1VAfO9LrTeLMT4M8NVfzpzGFOtEa/MvnO7FXcO20xfkthqgiGcknWVAHAMgxKM/PQWvPg3t8SdBPN2hXNYRtXRxO3Aoxu9kOxlEmRL/k+KABlWYV8feYtVOSNwTYssiwfmaYXn+Hh2pJZPDbnU3GzbSH6mlw5KbqoDdbzkyMvsr5mMwoDjcZn2nywdDGrRl2FfQFf0O1vOs5/7n2eN09W0RqyQIHSihzbxz9NWcTq8tnMKcrhgd0P0xR22X26iGRXNJrK4MqiCbzTcITGcGtKcQTCHjLt6PI/S7mEOm0QZWBQmT814TF2nN3HM0f+l/1NR7EME8eNMC2viAUFlUzJncCknFL8pqzYEP1PEreIU9Vaw9rtDxFw2oh02Hw/6Ib46dGX2FC7g29XrMGbQoLadGYvn9v6FCcbfGiie3igo3Pq+lAbD+x8mdeq9/P9+bcyJb+QY61HaQg2cqIpJ9Y9vSu/6eHT06/CMgyOtpxOYX4O0asxzx+v83fqXsNmddl1WEbPV1U+f+INHjt4fnYfjkTXoB9qqeJEoIaPmiu5NH9cStEI0Vtyybtop7Xma7u+T4sTiEva54TcMEdaT/LIe79OeqyGUDNf3fkkJxu9sdUcXWfRjta8ffowj+57izXln2VUxhimFjQxIrMpVjY5H4OlFF7D4hOT5nPbhFkAeAzzAvrVdKV1dPb+16Ou5rrSK3t83sHmqrik3VnQDfPjIy/wbsPBXkQjROokcYt2Oxv2czbUlPBqv5Dr8ErNZlqdxLvOPX/ibZqDRtJmuSHX5fH9b2Mbfr44+avcXb6GD08o5ZqxbUzI1RT7fRT5sxiVmc8HCsdgKIPatmYALssfn1LtXaHxmdEZstYQjhgEHROlIMvK4CNjlyf8/V8f/wPhBHuKR8/D4ZfH1iWNRYi+IKUS0e7N09sIJuiwco6pTHbU72Pe8Jk9Puf/Tm2lIWim1MMx7Drsrj9JxbBSpuRMY0rOtGg81e9xz8ZfoQlxKtDM4eY6Np8+yvf2vM4d5XP4zPQlXJY/ni1nDnT7CeEchY6tJokm7iN1+URQlA2rJxgJcaz1FGMzR/b4+xvPvIObpCij0Ww5uyfpuQrRF2TGLdo1O4EUa8aatkjiBB+IBNEpNklQqC674m2pPco/bvg5zU6Qlg6PBV2HkBvh6QObeWjXer407WZy7UzMbv+Uoz0s83wBlIr2iaxpziLkmhiGRutou7NAknNJ1MGno4iO9Hr1jRCpkMQt2pX4C7G6uVqwO4Xe/C73udqlpq2RU4FGRnjzMI3u10x35miXkf6cuPvu3/oCbZGeE2YgEubx/RtR2uSJuWtYOGI6tmHFSjPRhsMeI0KeN4CpNCHHoKohh7OBDDyWi2lEL4EPa4fh3ry4Y4ciDidb6zkTbEZrTZ4ntQYOWZYfU8lbSvQ/KZWIdsuK5vKr439Immt9ppepued7FLY6IZ45uIEfHdpAqxNCAbYVIdfn0Bayk6bucVkFlGUXtN/e11DD0Za6pPEqFL84vI27Jl/BNytuoyHUwkN7XuCFqp0EIy5eM0Ig5MGJGAQjVnQpoBVdK57pic7iy7PGtCfuE631/HD/azxXtROI/kdU5MulsnA8TeFdhLrpW3mOR1msKF6QNGYh+oIkbtGu2F/AvIKZbDzzDqEeVlB4DZs7yq7HiM0sm8JtrH7zUY63niXYoaTQFtLk+iJ4zAihSM97b9uGyedmXB1333tNtSnNXIOuw7tnq9tv59qZ3Dt5Ja+c3E8wEqAtcv4YRvuP0fJJtjeI1/DwsXHXA7CvsZo7/vgYASccVy8/1lrHmeMNFGZFq/U9/SfkMSxuKF2UNGYh+oJ8rhNx1k66jZm55fgMO64hraVMbMPDR8YsZ2nxnPb7v7L9NxxrrYtL2lGKxqCXvKwWbDOCipUvztN4DINvXH4tVxTHt+qylBH32ol4Oq29zvdm8viCj5NnZ3S5nF6hMZSmJKsNv2Xx6Ym3Mz13AmE3wic2PEmzE+z2S87WSITalmw8hhefEb9Fq8+wybIyeKDiUxR4c1OKWYjekhm3iOMxPNw//ZO823iQ3xxfz6GWKgxlUJk/hRtKF1HiP7+LXU1bI2/W7CPUQ3carQ0a2/xkel1GZ2VzqCFAyIFsj5/rR0/nzvL5FPmz2VlXxfPH36Eu1EqpP5dFxRNT+kIww7JZPPKSLvdfkj2CF69ey4sndvGzw5s4FajHIUSu7TAyw8viogWsLFnAMDtaV19fvZe2JJtdtTia2uZ87qtYzIsn36Ih3ES2J5OVxQtYXDQLv9nznttC9DVJ3KILpRTTcicwLTdx09rXT+2LlTQSNRZQhF2DlSNn8/GFC+MeORVoZNUrP+BoSx3BiIOLxlIGTxzYSK7tpy4YSLhKw0CxvLT7DuV+y2bVmMtZNebyhOcA8Pvj22lNYYMpR7uM9I3m3y//bNLnCtGfJHGLi9bstBF2ky9/c7RLUzj+gp36UIAPv/pDzgSbiXRoQ+NoF0e7aN2CoQwUBk43ydtnWvzXvJuwzd7/CXeOrSfRZYvJ17kL0d+kxi0uWpEvF9tMvnzQZ3gYmRG/5O6pAxupD7XGJe2OQtrFNhXT80fiNUyyLJssy8ZnWkzJLeLxK29nQdH4uN/RWtMcDtAQbsG9gPXUpRn5GCnU1B3tMsKXk/R5QvQ3mXGLi7a4aBL3p9A7UqNZUTK9/barNT86uKnH2vg5bW4Y24LXrl3D1jPHcdwIl+QUcklOfLeYsOvw/Im3+dnR9dQGG1GAz7RZNeoKbhq9kGxP4k7mt5R9gHUndydt6jDSn8uE7BGJT1aIASAzbnHR/JbNHRMW4EvQDMFneLhxTCW59vnk2RRuS7nzzYHGWoZ5M1laMokVo6Z2SdqhSJi12/6bHxx4juq2szg6QlhHaHIC/OTIej6+6TvUBht6OHrUjLxRTMop7rJCJe48TA/3TrkmpZiF6G+SuEWv3DXxKq4fVYHP9MSVGxQKv+lhUfEk/nnairjfMZWBTrHLu9lDX9Nzvrv/d+xrOt6p+01UWDvUhRq5b+djCY+hlOK7c26nPLuIjE7b1XqUidewWDvlGq4qnpxSzEL0NymViF5RSvGVmTdw45hKnnrvLbbWHUGjmZ43ijsmLKAifzSdm0pnWjYjM3I51nI24bENFLMLy3p8vMVp4+XqLQmXDka0y5GWGvY1HWdi9qguj+9tqGJd9Ts0hgMsL5nMMG8uvzu2jcPNtXgMkyXFU/jouLmMzkytO44QA0ESt+gT0/JK+XblzSk9VynF35Uv4FvvvJRw/bRtWtx5yfweH99c9+eUrrAMuw6vnNoel7hPBRr4zNanOdJymmDEQaOje50Ay0bO4AdzV+Mx5O0h3p+kVCIGxY1jL2Nmfim+Hpbz+U0PHy67nJnDSns8RosTwE2h5OKiaQw3t9+uD7Vwx4aHOdBUTVsk3L7/eMh1CLkO607u4vNbf5xyOUeIgSaJWwyKiHb43rxbuLmsEp/pIdOyyTBtMi2bHI+PNVOX8IUZiRscDLNzMJLUwCHWCNh7vtTx1MHXaQi39nhxT9ANs6XuIFvrDl3YSQkxQOSzoBgwwUiIdaf+yLMn1lEXqgdguHcYX6+8Ch8jaI1EKPRlMWf4OCwj+Zxi1rCJXern3TGUYvnIaLszx43w62ObCCdbihgJ8cyhN6ksGJ/weUIMBkncYkC0OgG+vOshTradJtRhBUhN8Aw/PfY7Sv0j+cb0e/GbvpSP6TEsbh+7lCcPvURbD7sZ2obF3IKpFPujM+7aYBORFK721MC+xhMpxyLEQJJSiRgQ/7H/CaoCp+KS9jlBN8yx1hM8fOCZCz7uLWMWs7JkDl7D02VHQb9pMzVnLF+a+tH2+0xlJOyp2VEqs3khBoPMuEW/qw3WsaN+D47uedleWDtsrtvJ2VAD+Xbq26Mqpbhn4iqWFVfys6OvsuPse7i4jMscya1jrmJ2waT2vcMBCrxZZFk+gqHmBEeNJvhZUiYR71OSuEW/23hme0rPM5TBprodLC9emPzJnUzJGcP901en9BofKVvAowdeIdhDeQWiX2jeVnbFBcchxECQUonod81OK+EEs+1zwq5DixPo93huLZtPWdbw9nXbnflMDzePnUN5Ts+d34UYTJK4Rb/Ls3OwjZ73MznHNjzkefp/9z2v6eHROZ9kafEMbMMiw7TxGh4yLS9Zlo+7ypdxz6SV/R6HEBdLSiWi380vuJwnDv0y6fNc7TKnoGIAIopukPX1iptZO+VaNtTuo9UJMsKXy9zh5VgJNpsS4v1AErfodzmeLBYWzuaN2s09NiG2DZurR8wj00q8BWtfy7UzWFFy6YC+phC9JaUSMSD+fvytTM+Z2KXZLkQ7x1+aN5k7x900CJEJkX5kxi0GhMew+OKUf2Db2d389sQ6DrccA2B81lg+VLKUS/OmyrppIVIkiVsMGEMZVA6bQeWwGYMdihBpTUolQgiRZiRxCyFEmpHELYQQaUYStxBCpBlJ3EIIkWYkcQshRJqRxC2EEGlGErcQQqQZSdxCCJFmlNaptXG66BdQ6jRwpF9fpH8NB2oHO4h+IueWnobyucHQPr8LObexWuvC7h7o98Sd7pRSW7TWswY7jv4g55aehvK5wdA+v746NymVCCFEmpHELYQQaUYSd3KPDHYA/UjOLT0N5XODoX1+fXJuUuMWQog0IzPuTpRSw5RSy5RSwwc7FiGE6I4k7g6UUvnAc8BsYL1SqlApdVQp9Wrsn3QAeB9TShUppbYppSwZt/TQ3VgppbZ3uL1ssGN8P5IOOPFmAmu11htjSfxvgZ9orT8/yHH1GaVUEfCi1voypdRjwFTgea31Nwc5tL7wIOAnOo5DZtyUUhZwMPYP4FPATcBfAZu01ncPVmx9IG6slFIFwF6t9a2DG1bfUUo9DLygtf59X73nZMbdgdb6tVjSXkh01h0ArlNKbVJKPRZ7A6W7BwG/UupGwNRazwPGK6XKBzmuXlFKLQFagGpgLkNr3M4lt8Va68WADVxB9G+0Rim1dDCD66W4sQIWALOVUm8ppX6rlMoe5Ph6RSl1JVAcS9p99p6TxN2JinasvQU4C2wDlmqtZwMeojOctNUpuS0Gfh576GWiiSAtKaVs4CvAF2J3bWYIjRtdk9vVwK90dGXBS8CVgxpd73QeqzJgudZ6PrATuHMQY+sVpZQHeBQ4rJT6IH34npPE3YmOupvoH02J1vpk7KEtQNrOSrtJbplAVeznOqBoMOLqI18AHtZa18du7xwq4xbTObn5GTpj13ms/MCBDrfTeexWA+8C/0r009Hd9NG4SeLuQCn1eaXU6tjNPOD7SqkKpZQJfAjYMXjR9Vrn5NZM9E0CkEV6/y0sBe5WSr0KXAq8MITGDbomt6E0dk93Gqtbgetjj91Eeo/dZcAjWutq4Bngdfpo3NJ5wPvDI8DfKKVeB0xgIfA0sB3YoLVeN5jB9VLn5HY95z+qVQCHByes3tNaL+xQ/90O3MPQGTfomtwyGSJjB3yDDmNFtKx1n1JqFxAEnhzE2HrrADA+9vMsomWgPhk3uQDnL1Ased8AvAH8AVgJzNVaNwxmXKJ7SqnpwI8BBTxLtOT1BtHZ9wpghdb60OBFKLoT+2L1f4iWRDxEP008Sx+85yRx/wWLLXlcBrwe+zgn0oRSyg9cC2zVWh9M9nzx/tBX7zlJ3EIIkWakxi2EEGlGErcQQqQZSdxCCJFmJHELIUSakcQthBBp5v8BGfYtnsRayMoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 除了像上面那样完全固定散点的填充色彩之外，我们还可以将与xy长度一致的数值序列作为\n",
    "# 参数c的传入值，使得我们的散点图获得xy之外的第三个维度的信息表现能力\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 散点的色彩被一一对应的colors指定\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100, c=penguins['flipper_length_mm']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.757871Z",
     "iopub.status.busy": "2020-10-22T17:07:23.757871Z",
     "iopub.status.idle": "2020-10-22T17:07:23.859596Z",
     "shell.execute_reply": "2020-10-22T17:07:23.859596Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.757871Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 如果你嫌弃默认的色彩映射不好看，还可以通过cmap参数指定matplotlib中内置的\n",
    "# 或是外部自定义的色彩映射方案，譬如这里我们选择比较小清新的Greens，关于色彩\n",
    "# 的更多知识我们将在之后的日程中单独详解\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 散点的色彩被一一对应的colors指定\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100, c=penguins['flipper_length_mm'], cmap='Greens');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　利用参数`marker`，我们可以通过传入单个字符串，或与xy长度一致的字符串序列来调整散点图的散点形状，常用的形状可参考下表：\n",
    "\n",
    "<center>\n",
    "  <img src=\"imgs/图1.png\" width=750></img>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.861592Z",
     "iopub.status.busy": "2020-10-22T17:07:23.861592Z",
     "iopub.status.idle": "2020-10-22T17:07:23.983262Z",
     "shell.execute_reply": "2020-10-22T17:07:23.983262Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.861592Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 以marker='v'为例\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(penguins['bill_length_mm'], penguins['bill_depth_mm'],\n",
    "           s=100, c=colors, marker='v');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:23.985256Z",
     "iopub.status.busy": "2020-10-22T17:07:23.984260Z",
     "iopub.status.idle": "2020-10-22T17:07:24.106930Z",
     "shell.execute_reply": "2020-10-22T17:07:24.105931Z",
     "shell.execute_reply.started": "2020-10-22T17:07:23.985256Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker暂时不支持像c那样传入一一对应的序列，但我们可以分图层叠加不同取值的记录\n",
    "# 在每个图层中单独设置想要的形状参数\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 图层1：雄企鹅\n",
    "ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "           s=100, c='black', marker='v')\n",
    "\n",
    "# 图层2：雌企鹅\n",
    "ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "           s=100, c='grey', marker='o');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.107926Z",
     "iopub.status.busy": "2020-10-22T17:07:24.107926Z",
     "iopub.status.idle": "2020-10-22T17:07:24.227640Z",
     "shell.execute_reply": "2020-10-22T17:07:24.227640Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.107926Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用alpha参数设置0-1之间的透明度，0代表完全透明，1代表完全不透明\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 图层1：雄企鹅\n",
    "ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "           s=100, c='black', marker='v', alpha=0.5)\n",
    "\n",
    "# 图层2：雌企鹅\n",
    "ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "           s=100, c='grey', marker='o', alpha=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.228602Z",
     "iopub.status.busy": "2020-10-22T17:07:24.228602Z",
     "iopub.status.idle": "2020-10-22T17:07:24.340298Z",
     "shell.execute_reply": "2020-10-22T17:07:24.340298Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.228602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用linewidths参数可以设置每个散点对象外轮廓线宽度，默认为1.5，我们下面加大试试\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 图层1：雄企鹅\n",
    "ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "           s=100, c='black', marker='v', alpha=0.5,\n",
    "           linewidths=3)\n",
    "\n",
    "# 图层2：雌企鹅\n",
    "ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "           s=100, c='grey', marker='o', alpha=0.5,\n",
    "           linewidths=3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.341296Z",
     "iopub.status.busy": "2020-10-22T17:07:24.341296Z",
     "iopub.status.idle": "2020-10-22T17:07:24.444018Z",
     "shell.execute_reply": "2020-10-22T17:07:24.444018Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.341296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 而edgecolors则可以帮助我们设置散点对象外轮廓线的颜色\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 图层1：雄企鹅\n",
    "ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "           s=100, c='black', marker='v', alpha=0.5,\n",
    "           edgecolors='red')\n",
    "\n",
    "# 图层2：雌企鹅\n",
    "ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "           s=100, c='grey', marker='o', alpha=0.5,\n",
    "           edgecolors='red');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.445015Z",
     "iopub.status.busy": "2020-10-22T17:07:24.445015Z",
     "iopub.status.idle": "2020-10-22T17:07:24.566686Z",
     "shell.execute_reply": "2020-10-22T17:07:24.566686Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.445015Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "如果我们想要雌性雄性分别作为独立的图层绘制，以获得自定义不同形状的能力的同时，\n",
    "又能进行色彩映射，则需要注意的是要统一两个图层色彩映射的量纲，譬如在雌性中最\n",
    "大值为100对应了最深的颜色，但在雄性中可能100并不算最大的，就导致两个图层中雌\n",
    "性雄性颜色最深的地方不匹配，这种时候可以利用vmin和vmax参数来告诉matplotlib\n",
    "在进行色彩映射时应该以多大的范围进行色彩映射，下面伪造数据进行演示\n",
    "\n",
    "'''\n",
    "\n",
    "x = [0, 1, 2, 3, 4, 5]\n",
    "y1 = [0, 1, 2, 3, 4, 5]\n",
    "y2 = [1, 2, 3, 4, 5, 6]\n",
    "c1 = [0, 1, 2, 3, 4, 5]\n",
    "c2 = [10, 20, 30, 40, 50, 100]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(x, y1, c=c1, s=100, cmap='Reds')\n",
    "\n",
    "ax.scatter(x, y2, c=c2, s=100, cmap='Reds');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　可以看到上述的散点分属于两个图层，导致各自独立映射，这种结果会让人误以为两个图层中颜色最深的值对应相等，这种时候我们需要使用到参数`vmin`和`vmax`来手动强制限定色彩映射的最小最大值范围："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.567684Z",
     "iopub.status.busy": "2020-10-22T17:07:24.567684Z",
     "iopub.status.idle": "2020-10-22T17:07:24.659436Z",
     "shell.execute_reply": "2020-10-22T17:07:24.659436Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.567684Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "ax.scatter(x, y1, c=c1, s=100, cmap='Reds', vmin=0, vmax=100)\n",
    "\n",
    "ax.scatter(x, y2, c=c2, s=100, cmap='Reds', vmin=0, vmax=100);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　这样子绘制之后的散点图就恢复了**严谨性**。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后测验：\n",
    "\n",
    "　　今天的课后测验比较实际，请你基于下面的绘图代码，首先修正其中不严谨的地方，再试着揣测下图的实现方式，尽可能逼真的将其还原出来（**提示：**可以利用spines对象的`set_bounds()`方法传入(最小坐标值, 最大坐标值)来改变对应spines的长度，前面spines打卡中涉及这个内容但忘记写注释了，请大家注意！）\n",
    " \n",
    "<center>\n",
    "  <img src=\"imgs/作品.png\" width=400></img>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-22T17:07:24.660432Z",
     "iopub.status.busy": "2020-10-22T17:07:24.660432Z",
     "iopub.status.idle": "2020-10-22T17:07:24.768141Z",
     "shell.execute_reply": "2020-10-22T17:07:24.768141Z",
     "shell.execute_reply.started": "2020-10-22T17:07:24.660432Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import ticker\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 图层1：雄企鹅\n",
    "ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "           s=100, c=penguins.query('sex == \"male\"')['flipper_length_mm'], \n",
    "           marker='v', cmap='Blues', alpha=0.75)\n",
    "\n",
    "\n",
    "# 图层2：雌企鹅\n",
    "ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "           penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "           s=100, c=penguins.query('sex == \"female\"')['flipper_length_mm'],\n",
    "           marker='o', cmap='Blues', alpha=0.75);\n",
    "#设置坐标轴范围\n",
    "ax.set_xlim([25,65])\n",
    "ax.set_ylim([10,24])\n",
    "\n",
    "#设置spines长度\n",
    "ax.spines['left'].set_bounds(12,22)\n",
    "ax.spines['bottom'].set_bounds(30,60)\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['right'].set_color('none')\n",
    "\n",
    "#设置标签\n",
    "ax.set_xticks([30,40,50,60])\n",
    "ax.set_yticks([12,14,16,18,20,22])\n",
    "ax.set_xlabel(xlabel='bill_length_mm',fontdict={'fontsize':15})\n",
    "ax.set_ylabel(ylabel='bill_depth_mm',fontdict={'fontsize':15})\n",
    "#显示网格\n",
    "ax.grid(True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
